{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 12: Worst Case Mean Variance Portfolio Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "yf.pdr_override()\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1954%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5646%</td>\n",
       "      <td>-0.1466%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0410%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2737%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5707%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1538%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1386%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9918%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4035%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2737% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5707%   \n",
       "2016-01-11  -4.3384%  0.1693% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1954%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6059% -2.5394%  ... -2.2066% -3.0309% -1.0410%   \n",
       "2016-01-08 -1.6402% -1.7641% -0.1649%  ... -0.1538% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0330%  ...  1.6435%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 -1.5646% -0.1466% -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1386% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9918%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Variance Portfolios\n",
    "\n",
    "### 2.1 Calculating the portfolio that maximizes Sharpe ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1590%</td>\n",
       "      <td>11.5019%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.4807%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8193%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>10.8262%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.1805%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.2738%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 6.1590% 11.5019% 0.0000% 0.0000% 8.4807% 0.0000% 3.8193%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 10.8262% 0.0000% 0.0000% 0.0000% 0.0000% 7.1805%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 4.2738% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio.Portfolio as pf\n",
    "\n",
    "# Building the portfolio object\n",
    "port = pf.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov, d=0.94)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGoCAYAAABbtxOxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADDBklEQVR4nOzdd3gUVdsG8PuZ2b6bSkIKJHQIoQQIVQVEOgoiTQRBUbBgFxuvShN7ARFRFAuoICpFQBSRIiC9l5DQCaRAQgJJtu/O+f4I8FFCSdhkUp7fdeUyO/Xelew+e+bMOSSEAGOMMcYYYyyfpHYAxhhjjDHGShMukBljjDHGGLsEF8iMMcYYY4xdggtkxhhjjDHGLsEFMmOMMcYYY5fgApkxxhhjjLFLcIHMGAMAENHDRLRO7RwVFRHtI6I71c7BGGOMC2TGKhQiuoOI1hPROSLKIqL/iKiF2rlu5HzxLojokyuW9z6//PsSzjOdiGYVsLwxETmJKLiwxxRCNBBCrPZJQMYYY7eEC2TGKggi8gewBMBnAIIBVAEwHoCzGM6l8fUxARwGcP8Vxx4K4EAxnOtGvgfQh4jMVywfCmCJECLrZg9UTK8VY4yxW8AFMmMVR10AEELMEUJ4hRB2IcTfQojdl25ERB8RUTYRHSWi7pcsH0ZE+4kol4iOENHjl6y7k4hOEtGrRJQO4LtLlv2PiDKJ6BgRDb5kH/35cyUT0Ski+pKIjNfJnw5gD4Cu5/cPBnAbgEVX5G99vpX8LBHturTbwk0+h1FEdJqI0ohoWEFBhBAbAKQA6HvJ/jKAQQBmElEtIlpJRGfOP/efiCjwkm2PnX+tdgOwEpHm/LJO59e3JKIN559DGhFNJSLdJfsLInqCiA6e/3/1ORHRJetHXPI8E4io2fnlkUQ0j4gyzv//ffY6rzdjjFVYXCAzVnEcAOAloplE1J2IggrYphWAJAAhAD4A8M0lhddpAPcA8AcwDMCkC4XXeeHIb5muBuCxS5aFIL+1+iEAXxFRvfPr3kd+0d4EQO3z24y5wXOYhfxWWgAYCOB3XNICTkRVAPwBYOL5LC8BmEdEoYV4DgHnszwK4PNrvE5XZgGATgC0AP4EQADeBRAJoD6AKADjrtj/AQB3AwgUQniuWOcF8ALyX7s2ADoCGHnFNvcAaAEgDsAA/P8Xh/7nzzX0/PPsBeAMEUkAFgPYdf75dQTwPBF1vcbzY4yxCosLZMYqCCFEDoA7AAgAXwPIIKJFRBR2yWbHhRBfCyG8AGYCiAAQdn7/P4QQh0W+fwH8DaDtJfsqAMYKIZxCCPsly988v+xf5BevA84X3SMAvCCEyBJC5AJ4B/lF7/UsAHAnEQUgvwC8sh/wgwCWCiGWCiEUIcRyAFsB9LjJ5+AGMEEI4RZCLAWQB6AeCvYDgPZEVPX846EAZp/f95AQYvn5550B4BMA7a/Yf4oQ4sQVrxXO59wmhNgohPAIIY4BmF7A/u8JIc4KIZIBrEL+Fw0AGA7gAyHElvPP85AQ4jjyi+lQIcQEIYRLCHEE+f8ObvSaM8ZYhcMFMmMViBBivxDiYSFEVQANkd/COfmSTdIv2dZ2/lcLAJxvdd54/ua+s8gvOkMu2TdDCOG44pTZQgjrJY+Pnz9nKAATgG3nuxGcBfDX+eXXy29HfpH9BoAQIcR/V2xSDUD/C8c8f9w7kF/o38xzOHNFa67twvMvIEsygDUAHiQiC4DeyP9SASKqTEQ/E1EKEeUA+PGK8wDAiWs9TyKqS0RLiCj9/P7vFLB/+iW/X5ozCvn9ta9UDUDkFa/N/3D+CxBjjLH/xwUyYxWUECIR+TebNbzRtkSkBzAPwEcAwoQQgQCWIr8rwcVDFrBrEF1+I1s0gFQAmQDsABoIIQLP/wQIIQosRq8wC8Ao5LfgXukEgB8uOWagEMIshHjvJp9DYc1EfstxXwBHhRDbzy9/F/mvR2MhhD/yW7avPE9Br9cFXwBIBFDn/P7/K0TOEwBqXWP50SteGz8hRI+bPC5jjFUYXCAzVkEQUcz5G9Cqnn8chfx+sBtvYncdAD2ADAAeyr95r8tNnno8EemIqC3y+83+KoRQkH95fxIRVT6fp8pN9of9F0Bn5I/GcaUfAfQkoq5EJBOR4fzNd1Vv8Tlcyzzkt9iOx/nW4/P8kN894+z5ftEvF/K4fgByAOQRUQyAJwux7wwALxFRPOWrTUTVAGwGkHP+5kDj+denIZWBYf4YY6ykcYHMWMWRi/yb8DYRkRX5hfFe5LfGXtf5PsLPAvgFQDbyR2tYdN2d8qWf3z4VwE8Anjjfcg0ArwI4BGDj+W4E/+Da/X0vzSKEECsKGkpNCHECwL3Ib3HNQH6r6csApFt4DtfLYsX/F8k/XbJqPIBmAM4hv0vI/EIe+qXz+XKR/0VibiEy/QrgbQCzz++/EEDw+X7lPZHfV/ko8lvxZyD/pkTGGGOXICGud5WPMcaKhvKHV/vxfH9nxhhjrMyoMAPUR0dHr7RYLNFq5ygN8vLykpOTk+9SOwdjjDHGWGlUYQpki8USnZCQUNCNKxVObGys2hEYY4wxxkqtClMgM8ZKlhBiNQDuXsEYY6zMqbA36RERhgwZcvGxx+NBaGgo7rnnHgDAqVOncM899yAuLg6xsbHo0SN/JKRjx47BaDSiSZMmF3/Gjx9/8XdZli/+PmXKlMvOmZiYiDZt2kCv1+Ojjz66uDwpKemy4/n7+2Py5MkF5l69ejWaNGmCBg0aoH37/HkDMjIycMcdd6Bhw4ZYuHDhxW3vvfdepKam+uLlYowxxhirMCpsC7LZbMbevXtht9thNBqxfPlyVKlS5eL6MWPGoHPnznjuuecAALt37764rlatWti5c+dlxxs7diwAwGKxXLXuguDgYEyZMuWyIhYA6tWrd3Efr9eLKlWq4L777rtq/7Nnz2LkyJH466+/EB0djdOnTwMA5syZg4ceeggDBw5Et27d0Lt3byxevBjNmjVDZGRkYV4WxhhjjLEKr8K2IANA9+7d8ccffwDILzIfeOCBi+vS0tJQter/Xx1u3LjxLZ+vcuXKaNGiBbRa7TW3WbFiBWrVqoVq1apdtW727Nno06cPoqOjLx4PALRaLex2O5xOJyRJgsfjweTJk/Hyy4UdepUxxhhjjFXoAnngwIH4+eef4XA4sHv3brRq1eriuqeeegqPPvooOnTogLfffvuyrgqHDx++2B3iqaee8mmmn3/++bJC/VIHDhxAdnY27rzzTsTHx2PWrFkAgEGDBmHZsmXo1q0bxo0bh2nTpmHo0KEwmUw+zcYYY4wxVhFU2C4WQH6r8LFjxzBnzpyLfYwv6Nq1K44cOYK//voLf/75J5o2bYq9e/cCKLiLhS+4XC4sWrQI7777boHrPR4Ptm3bhhUrVsBut6NNmzZo3bo16tate7ElPDs7G++//z7mz5+PESNGIDs7G6NGjUKbNm2uOh4RjQYwwudPhLGS8ZcQYqTaIRhjjJU/FbpABoBevXrhpZdewurVq3HmzJnL1gUHB2PQoEEYNGgQ7rnnHqxZswbx8fHFluXPP/9Es2bNEBYWVuD6qlWrIiQkBGazGWazGe3atcOuXbtQt27di9tMmDABr7/+OubMmYP4+HgMGjQI9957L1atWlXQIaegEDN0MVaKxAKYqHYIxhhj5VOFL5AfeeQRBAQEoFGjRli9evXF5StXrkTr1q1hMpmQm5uLw4cPX+z7W1yu7Ad9pXvvvRdPP/00PB4PXC4XNm3ahBdeeOHi+oMHDyI1NRXt27fHzp07YTQaQURwOBwFHu/8NLlHfP08GCtuROQFUEntHIwxxsqnCl8gV61a9eJIFZfatm0bnn76aWg0GiiKguHDh6NFixY4duxYkc+Vnp6O5s2bIycnB5IkYfLkyUhISIC/vz9sNhuWL1+O6dOnX7bPl19+CQB44oknUL9+fXTr1g2NGzeGJEkYPnw4GjZseHHb119/HW+//TYA4IEHHkDv3r3x6aefYsKECUXOzFgpdQZAsNohGGOMlU8khFA7Q4mIjY09xDPp5YuNjT2ckJBQW+0cjBUVEREAJwB/IUTBl0gYY4yxIqrQo1gwxsomkf/N/gy4mwVjjLFiwAUyY6ys4m4WjDHGigUXyIyxsopbkBljjBULLpAZY2VVFrhAZowxVgwqzCgWeXl5ybGxsWrHKBXy8vKS1c7AmA9wCzJjjLFiUWEK5OTk5LvUzsAY8ynug8wYY6xYcBcLxlhZxS3IjDHGigUXyIyxsooLZMYYY8WCC2TGWFnFN+kxxhgrFlwgM8bKKu6DzBhjrFhwgcwYK6u4iwVjjLFiwQUyY6ysSgbwn9ohGGOMlT8khFA7A2OMFQoRaQGEAAgFEHjFT4BObwiVJFkPgECQCET5v5NEwIXfCUD+YyJ4vR6b02E/JRQlC0D2JT9nL/k9V/CbJmOMlXsVZhxkxljZQEQSgEgAdQDU1mp19fVGcwMCwr1eT4jb7QokSTIYjWan2S/AbfEPFBa/QPgFBMl+AUFav4BgncniTxqNNr8Gzq+Az/+e/1/CJb+fX+5y2mHNOSdyzp5x55zLcueczfLmncsWebnnyG7Lle02q87rccs6vcGu0WjzZI0mUwhxwGbN3SsU5RCAIwAOA0jnIpoxxso2bkFmjJU4ym+9jUB+EVxHo9XFGE3mOMXrreNw2CL1eqOncmS0K6pGPU10zXqmsCrVKCi4MgKCQ+AfWAkW/yBIUsn3EPN43LDmnoM1Lwdnz5zGqZTjSDt5TDl57IAtJfmQNzM9RedyOTR6gyldluUjTod9r8vpSEJ+4XwAwGEunhljrPTjApkxVqzOF8PVALTS6Y136PT6O+02a12dXu+tHBHtiqpeVxNdM8YUEVWDIqJqIrxqdZjMfmrHLjK7NQ+n0pKRfvIYTqUeR8rxQ46Txw46U44f0jhseZLeaN7rsFtXe9yujQC2ADjJRTNjjJUuXCAzxnyKiAIAtJAkqbXJ4t/J5XQ002h1mjqxTd0Nm93mV7dBPNWs1whmvwC1o5a4s1kZOJy4CwcTdigJOzbmHU7arfV63B693rjTas1ZpXi9mwFsEUKcVjsrY4xVZFwgM8ZuCRHVBtDRZPHvAOA2l9MeHlW9nq1Bs9tMMY2aa+s0aIaQsCrn74ljlxJC4MzpVBzavxMH9m33JOzcaD12MMEgSVKerNFssuaemw9gmRDipNpZGWOsIuECmTFWKERkANBObzD2liS5N0lSYNPWHUTDpreZ6jRohuhaMdBotGrHLLOEEEg7eRT7d23CljXL8nZtWaOVZfmUx+P+3eV0LAawVgjhUDsnY4yVZ1wgM8ZuiIiqA+hu8Qu83+Gwta5avY7ztrt6Wpq16SjVqNuQW4eLkdfrxeHEXdixYaV34+o/rCnHDxkMJvOWvNxzv0KIZQCSuA8zY4z5FhfIjLGrEJEOwB06veFejUZ7nxAitFmbu5RW7XuY4lq2h19AkNoRK6y8nLPYvXUttqz72779v3+E2+2yAVjqsFvnAlguhHCrnZExxso6LpAZYwAujj/czmiyjPC4XfeFV63ubtOhpzn+9k5yrZg4VYZVY9cnhMDJYwewfcNKsfrPX3PTThwhSZJ/cdit3wLYwC3LjDFWNFwgM1bBEVGMVqcfJsvyIwFBofqufYaa23XpKwWHhqsdjRVSespxrP17vnf57z/a83LO2r1ez3dul3OmECJB7WyMMVaWcIHMWAVERKEgGmg2+40EUbUOPQbIHe4eqKtRp4Ha0ZgPCCFw9MBerP7zF9fqpb96FKGkOWzW6YrincMjYjDG2I1xgcxYBXF+9ImeZov/SJfL2ab57Z29nXoNNjVu3hayhmedL6+8Xi8Sdm7Ayj/m2jeuWiJptLq91txzXwD4WQhhVTsfY4yVRlwgM1bOEVEtg9H8itfrebBG3Ybervc95Ne6fQ8YzRa1o7ES5nI6sH3DSvy9cFZewo6NBMLXLqdjkhAiWe1sjDFWmnCBzFg5dH565ztMFv83Fa+3bbe+D8s9+j2iDQmronY0VkqkpxzHkrlfuVYsnq3IsmalzZr7LoD/+MY+xhjjApmxcoWItAD6mSz+Yw1GU9V+Dz1vurNHfzIYzWpHY6WU3ZqHVUvnivk/fGZz2KwpNmvu2wDmCiGcamdjjDG1cIHMWDlAREGyRvu4RqN9ObpmPW2/h1/wi7+9Ew/Nxm6aoijYsXEl5s/6LPdw4m5FCOUzt8s5VQhxSu1sjDFW0rhAZqwMu6R/8ZAWbbuK+4Y8bapVr7HasVgZd+JoEn6f/aVj3d8LIGs0i+22vPFCiH1q52KMsZLCBTJjZRAR1TOZ/T5WFG/Hbn0elu8eMEJbqXKE2rFYOZN7Lht/L5zlnf/DZy6Altutua8JIfarnYsxxoobF8iMlSFEVNVosrwrhNKvz9BntXcPGCEbTdy/mBUvu82Kpb/O8M6f9ZkLRH/ZrbmjhRBJaudijLHiwgUyY2UAEVXSG0xjhVBGdO87TOoz9FmdX0CQ2rFYBWOz5uKPuV97Fvz4uVcQbXba8oYKIY6pnYsxxnyNC2TGSjEismh1+peJaFTbLn3kB0a8YuApoJnaJo150rtp83/ktp5zgfCtcDvHCiEy1c7FGGO+wgUyY6UQEeklWX5co9G+1bT1XZohT71hioyqqXYsxpCafBgvDu2IkGGfQ5J1OLvuR6d13yqPEOIDeN0f8+x8jLHygAtkxkoRIpIBDDYYTR/Wrt/U/PCz48w16zVSOxZjF737ysPevSdPUeUBb10cQ9CdnYrsVd/aHEd3uITX/T8IZYYQwq1mTsYYuxVcIDNWShBRM6PJ8mNYlWpRj74w0dKgaRu1IzF2maMH92H0iLsROvwraCzBV613ph9C9j/T81ynj2YIt2OQEGKjCjEZY+yWcYHMmMqIyM9gNL1PkvTwI8+/Zbjr7oHnZ4pmrHQZ+0x/7+EcjxR63+vX/AcqhIBt/xpx5u9pDijeH4Xb8ZIQIqckczLG2K3iApkxlZyvgnvrDcYZLdt1Mz3y/FuGgKAQtWMxVqCkvdsw7pn+qPz4t5AMlhtu77XnInvF13bbgf9swu18VAjxewnEZIwxn+ACmTEVEFE1o9nvG7PFv/WzY6aYGza7Xe1IjF3Xa8PvVlLgRyH3vFSoyxuO5N3IXPKJVXFa1wqX/VEhRGpxZWSMMV+RbrwJY8xXiEij1epe1umNCb0eeLz957+s5+KYlXp7tq3D8SOJFNzl6UL3/TFEN0aVx74y+8X37Ega3QGS5JFExJ89jLFSjVuQGSshRNTKaLL8WK12bMTTb0w287BtrCwQQuDFoR2VM5ZqUqWuT93SsVwZx5G55GOr52zaIeGyDxZC7PNRTMYY8ykukBkrZkRkMhjNkyVZfnDEqHcN7br24ZvwWJmx9b/l+GTMSBH65EySNLpbPp4QCvJ2/Klkr/7OCaFMFh7XBCGEwwdRGWPMZ7hAZqwYEVG8wWhe0Oy2jiFPvPKB0eIfqHYkxm6aoih4ZuDtwhrRlII6POLTY3tyM5G17HObI3lPlnA7HhRC/OvTEzDG2C3gfmCMFQMiknV6w5sGk3ntk6M/qvrSxK+4OGZlzsZVS3A2O0sEtH/Y58fW+IWgcr+xppB7RlWVDH5LJZ3hUyLS+vxEjDFWBNyCzJiPEVF1o8kyL6pG3Xovvf21OSSsitqRGCs0r9eLJ/q0EJ56HSnwtvuL91y2c8j4/X2bK/3gAeGy9xRCnCzWEzLG2A1wCzJjPkREfU1aOlCjbqMm73y1hItjVmat+es32Ox24d+6f7GfSzYFIGzgRFNAq34NSaPfS0Rdiv2kjDF2HVwgM+YDRGTw09PX4Raa9VFnvfbovo3SkaQ9asdirEjcbhdmff6WMLQaIElSyXxMEEkIuO1+TeX+YwMkg2WhpDW8Q0RyiZycMcauwAUyY7eIiOr46bDrzuqaQfufspiebKHDqDZa73vP91FcLpfa8RgrtH8W/SRcChT/+J4lfm5DdGNEPvqFUVu5xrOkM64jorASD8EYq/C4DzJjt0AiGmjUYsb7nQzGp1popQvDt3kVgZYzbAqibscbn/7CX0RZmeF02DGiV1Po2w6DpVFH1XIIxYuza390525dlCs8zvuEEGtUC8MYq3D4g5uxIjjfpeL7SD/6Zu0ws/npljrp0rGNZYmw4H6jdHDnGmnl4jkqJmWscP787VvFq9F71SyOAYAkGUHtH9KG3ve/YNKZ/pK0+jd4Bj7GWEnhFmTGComIQvx0+OfO6pq6P/YxGv311570Y16CGw/97hSTft1KIZUjSzAlY4Vns+ZiRK+mMHd9Dua6bdSOc5EnJwMZ89+yurPTtgiXvZ8Q4ozamRhj5Rt/G2esEIiotlmLXY/F6+ovHHj94hgA+sZq0TdGVsY/cbe3hCIyVmS/z/5CgdHfW5qKYwDQ+IcifMgnZkvjzreRVr+fiFqpnYkxVr5xgczYTSKi24wabPuoiyH8oy4GnXST00VPu9sgy7ZT0pcfvMyXa1iplXsuG4tmfyn5dRpZKkeOIFmD4I6P6ULueSmUtIZVJMlD1M7EGCu/uEBm7CbIEvUza7F83gCj/xPNdYX6uzHrCIsGGmntkh9oz9Z1xRWRsVsyb+aniuQf6jVWb6J2lOsy1W2D8CEfGyWD5UtJo3tF7TyMsfKJC2TGroOIyKilVwINNGvtMLOpe52izYQbFy5jYge9Mum1wYrDYfNxSsZuTfaZ0/hr/veSf9dnSmXr8ZV0odUQ8fCnJtkSPFbSGT7jm/cYY77GbyqMXQMRyWYtvqriR2N2PG42No24tdrhhdY6qUmoBxOeuo/7I7NSZe6MD71ycFWvITJG7Sg3TeMfivCHJpu0wVWHkc74CxHp1M7EGCs/uEBmrABEZPbTYVnTCPmBbY9ZzNEBt/6nQkSY288onTqyW/79py98kJKxW5eRfhKr//xVDuz+fJloPb6UbPRD2OAPzPoq9buTzriCiPzUzsQYKx+4QGbsCkQUbtFhS696mttXDDWZAww3dzPezahslvBzPyN+nT4BKccP+ey4jBXVT1++65VDayi60OpqRykSSatH5X5jTaa6tzcnnXETEVVWOxNjrOzjApmxSxBRrFmLXS+20dX+4T6jQSf7rji+oEstDYY31XgnjLzHqyiKz4/P2M1KPXEEG1f/IQfdPapMfxaQJKNSj+cM/vG9apPWsIOIaqmdiTFWtpXpN0XGfImIOpi02Pj53YbQ8XcatHSTw7gVxYddDHKIlCNNenMED/3GVDNr6lteOSJG0QaGqx3llhERAtsN0QZ1eCScNPqtRNRM7UyMsbKLC2TGAMgS9fXTYcniB0x+D8Xpiq8yPk8nE34faKSda/+gDav+KO7TMXaV44f2Y+em1XLw3S+Wq88Bv6Y9pJB7RgWSRr+GiDqpnYcxVjaVqzdGxoqCiO42a/HDmmFm0101NCV23jqVZEzpbhDTJzwucs9ll9h5GQOA7z8b59VExwmNJVjtKD5nqncbKg8Ybyad8XciaaDaeRhjZQ8XyKxCI6JOFh1++Weo2dgkvORv4h/WREsdqkEZx1NRsxJ0cN92JO7eIlfq8XyxXy1RiyGqIcIf/NAkGS3fkKx5RO08jLGyhQtkVmER0R1mLRYuHWQytayizghXRISZvY2yNeOo9MO0t1XJwCqebz8d69XUbCEkg0XtKMVKF1od4YM/NJHWMJVI6qt2HsZY2cEFMquQiKiFSYs/F9xvMretVnLdKgoSYCAsvN9If/08FQcTdqiahZV/e7f/h2OHEqTgrs+U29bjS2krVUX4A+8YSav/gYi6qp2HMVY2cIHMKhwiamzSYMXPfY2WzrXULY4vaBOlwSu3aZX3X+iruFwuteOwckoIgW8mjVG0dduSpDOoHafE6MJqofKACUbS6ucT0e1q52GMlX5cILMKhYhiTFr8+21vo6VnPa3acS7zZju9VMvixHujHuDBkVmx2L5hBU6lJlNQp8fUjlLiDFVjEdr7fybS6P8ioiZq52GMlW5cILMKg4hqmrRY93kPQ8D9DbSl7vKyLBHmDTBKh3f/Jy3//Se147ByRlEUfDt5jNA26ESSRqd2HFUYa8aj0t0vmEmjX0VEddXOwxgrvbhAZhUCEUWZtdjwYWdD0MNNin+c46KKCpAws7cRsz55WWScSlE7DitHNq7+A9lZZxB45zC1o6jKHHMHBXd+3J+0+nVEFK12HsZY6cQFMiv3iCjcrMWGse31wSNb6Er9v/n76mvRP1ZWxj/Rg6eiZj7h9Xrx/ZRxQt/kHpKkUv8nUOwsjbtIgW2HBJPW8B8RhamdhzFW+vA7JSvXiCjEosN/L92mr/zy7frScUfeTfi8h0HWOjKk6e+/xFNRs1u2Ztk8WG024X/b/WpHKTX8W/SW/Vv0DiOtYS0RBaqdhzFWunCBzMotIgq06LD28Xhd1bHtdaXrjrwbMGkJiwYa6b8/Z9OuLWvUjsPKMLfbhVmfvyUMLftJ3Hp8uYA7BmstjTpGk864iojMaudhjJUe/G7JyiUikv10WDyoobbGh531OqJS2+34mhqHyXj7Lr2Y/NqDit2Wp3YcVkatWDxbuLxC8W9+r9pRSh0iQlCnx/Wm2q1iSGf8i4j0amdijJUOXCCzcsmkxYeNw+Smn99t0JfF4viC51rpKD7MKyY8fR9PRc0KzemwY/b098h0+4PqTBVZBhBJqHT3CwZ91QbxpDPOpLL8hsEY8xkSomJ3cYyOjl5psVgq1J3MeXl5ycnJyXepnaO4SEQDKpvpu70jzaYQU9n/DphhVVBvqhX3PPI67hvytNpxWBmy8Kdp4tefpiuVH/uGC+QbUFwOpH33tNWTk/Ga8Hqmqp2HMaauCl8gx8bGHkpISKildo6SFBsbezghIaG22jmKAxE1Mmmxcd0ws6lpRPmpCf454sG9P9vx7qx/EVWdh29lN2a35mH4vU1h7vIMzHVvUztOmeDOTkXad8/ZhdveSQixXu08jDH1lP3mNcbOI6JgsxbLvuppNJan4hgAOtXU4PF4jXfiyJ4KD/3GbsaiOV8qZPD3cnF887RBkQi59xUjafSLiShC7TyMMfVwgXwFWZbRpEkTxMXFoVmzZli//vJGhEmTJsFgMODcuXMXl82fPx8dO3a8+HjdunVo0qQJPB7PZfueOXMGHTp0gMViwdNPX36p/PXXX0dUVBQsFss1sx07dgxGoxFNmjRBkyZN8MQTTwAAnE4nunXrhoYNG2LatGkXt3/sscewY8eOwr8IZdD5m/IWPtJUFzy4UembJc8X3utkkEM0ufj49Ue5QmbXlZdzFr/PniZZOj1Zvr4plgBTrRbwb9XHj3TGpURUMaccZIxxgXwlo9GInTt3YteuXXj33XcxevToy9bPmTMHLVq0wIIFCy4u69OnDwwGA2bPng2Px4ORI0di2rRp0GguH3bXYDDgrbfewkcffXTVeXv27InNmzffMF+tWrWwc+dO7Ny5E19++SUAYNmyZYiPj8fu3bvx1VdfAQB27doFRVHQtGnTQr8GZZFZiw8ahcnxn3TVl9u70HUyYdFAk7T7vz+l9SsXqx2HlWLzZk5RyBLqNVZvonaUMing9ge0+siYuqQ1cF9kxiooLpCvIycnB0FBQRcfHz58GHl5eZg4cSLmzJlz2bafffYZ3njjDYwdOxYtWrTAbbddfVnTbDbjjjvugMFguGpd69atERFRtCt6Wq0Wdrv9shbrN998ExMmTCjS8coaiai/WUdPLLzfaNJI5bLx+KLawRKm9jCI6W89IXLOnlE7DiuFzmZl4M9530n+XZ/m1uMiIpIQ2vs1k2QwDyZJfkjtPIyxkscF8hXsdjuaNGmCmJgYDB8+HG+++ebFdXPmzMEDDzyAtm3bIikpCadPn764rmbNmrj//vsxdepUvP/++8WW7+jRo2jatCnat2+PtWvXAgA6d+6M9PR0tGrVCq+88goWLVqE+Ph4REZGFluO0oKIGhm1+P7PwSZTqLli/HN+KE5LnaqTMu6Ju3noN3aVuTM+9MpBVbyGKvXVjlKmSXozKvefYCKNdhoRNVM7D2OsZJWZqXdLyoUuFgCwYcMGDB06FHv37gUR4eeff8aCBQsgSRL69OmDX3/9FU899RQAQFEU/PPPP7BYLDh+/DhCQkJ8ni0iIgLJycmoVKkStm3bht69e2Pfvn3w9/fH7NmzAQButxtdu3bFokWL8OKLLyI5ORlDhw5Fr169rjoeEY0CUFKtIwqAbwB8LoTwSR9aIgoya7Hsi3sMxmbl7Ka86yEifN/bKNebelzMmjoBQ58eo3YkVkpkpJ/Eyj9+kUMevLobFys8XWg1VOrxvPHM0sl/ElGsEIIv2zBWQXCBfB1t2rRBZmYmMjIykJ6ejoMHD6Jz584AAJfLhZo1a14skD///HM0bNgQb731Fp566ils2LABvh5vXq/XQ3++i218fDxq1aqFAwcOoHnz5he3mTZtGh566CFs2LABOp0Oc+fORZs2bQoskJFfsC73achr8wfwPoB+RPSoEOLQrRzswk15DzXRBg9prCvf/SoK4K8nLLjfSB1nfYHWd96Nug3j1Y6kGps1F5mnUnAuOxPnsjORk30GeTlnkZuT7c45m+Wy5p3zCkWBEOLiD4QQF4a4NJoskl9gsMY/sJLezz9QMvsHwuIXALMlAAHBIQiLjIbBWDZmIZ49/T2vJrQGdKHVK843xmJmjmlLztSkwLxdy34novZCCL5yw1gFwAXydSQmJsLr9aJSpUqYNGkSxo0bd9lNezVq1MDx48eh1+vxySefYPPmzQgNDcXXX3+NGTNmYMSIET7Nk5GRgeDgYMiyjCNHjuDgwYOoWbPmxfXZ2dlYsmQJ/v77byxatAiSJIGI4HA4CjyeEOIsgLM+DXkdRNQOwDMANhLR2wCmFPXDxqTFew1C5fhPuhjK7U15N9K6qgav3q5VPnixP6YtSZR0uvJ7w73dZkXqicNIP3EUqSeOiBNHkmwnjiZ5Tqed0LmcDllvMGbIGk0GBNLdHleK02FPF4qSjfx/33kAvABEAT8AYAYQBCBIq9OH6HT6MEmSQ0EI8no8YQ6HLcxgNLtDw6q4qlSrLVetUdcUXqW6FBFVE9Vrx0JvMJb8C1KA1BNHsH7VEjn0oc/UjlLuBN05TOdKTWriOn3kAwCj1M7DGCt+PFHIFROFyLKMRo0aAQCEEHjnnXdw9913o0aNGvjzzz8RExNzcd8XX3wRYWFh2LVrF9q2bYsnn3wSAHDixAm0bdsW27dvR3Bw8GXnq169OnJycuByuRAYGIi///4bsbGxeOWVVzB79mykpqYiMjISw4cPx7hx47Bo0SJs3boVEyZMwLx58zBmzBhoNBrIsozx48ejZ8+eF4/9wgsvoHfv3mjfvj0cDgd69eqFlJQUPPHEE3jmmWcufc6qThRCRLWR33qtBfCIECKxkPv3rmymn/Y+aa4w/Y6vxasI3PatTXGGtRRjP19QLloNvV4vThxNwsF925Gwc6Nt/65NnjMZaUaDwZxCknTAYbfu9rhdiQAOAjgEIE0U4xsZEUkAIgHUAlBTljV1jGZLQyFErMNmjQ4Nr2qv16iFNqZxC2Pt2CaIrhkDrbbkv6y8/9oj3j3HUih04NsV+4+imHht55D6zUibYssZIoQyX+08jLHixQUyz6SnivNFx0gA4wB8AOATIYTnujvl7xdm0uLAP0NM/m2i+AIIAKTkKKj/uRWDX/gAXXoPUTtOoXk8biTu3oztG1Z69mxdaz1+ONGk1ekyiKT1trycVQA2AdgthHCrnfVKRGQA0BhAC5PFvx2A1k6HPSIyqqa9xR1dTM1u66ip2zAeGo22WHMcP7wfrz7aHaGPTofGr1Kxnqsic6YdwKnZo3OFx1lPCJGmdh7GWPHhApkLZFURUQ0AMwD4ARgmhNh3nW3JT4e/n2yua/d+Z0P57U9QBL8nujF4gVN88ssWCg2ronacG8rKSMf2DSuxcfUfeXu3/6fV6vTHnQ7bPI/b/S+AzUKIbLUzFhURWQC00Or03XV6w31ulzM6tklrV6v2PSxNW9+JyhHRPj/nhOcHeg+csVFo3zHcelzMsv+d6c7dvmS1cNm7FueVC8aYurhA5gJZdZR/N+NjACYCmAzgg4JaCzUSPVwjSJq690mzWa+pcPfl3dDwRXbvn6lBmDJ/pyxJpa9OOnE0Cf/+Nc+zYeViW+bpVI1Ob1hlzT33K4C/hBCn1M5XXIgoDEBnk8W/j8ft6uQXEEx3du9vaN+tn6Zq9Tq3fPyDCTsw5qk+CBnxDTQm/1sPzK5LeNxInfGk1XPu1AghlDk33oMxVhZxgcwFcqlBRNEAvgYQivzW5F2XrjNqkLDhUbM5LrxcdLX1ObtboMEXVlHz9gF46vXJpeIbxNmsDKz9e75YtmBW3pnTqR4hxCyX0/EbgI0306WmvDnftShebzA+BGBwpcqRcpd7h1ju6NybgkPDi3TM/z3ey3vCY5BCer5SKv6fVwSXdLWoU56/3DFWkXGBzAVyqXK+NXkY8oeE+xzA2wC8/nqse6mNvsWb7fXc8fg69p72otUMK0Z9MAdNW3dQJYPTYceWtcvw98IfcpP2btVotbo/bNbc6QBW8RBZ/4+IZAAdjGa/Rz1uV68adRt6uvQe4n97x17QG0w3dYx9OzZg4qgHReUnviNJd3P7MN/IXvWtK3fnXysUp7WH2lkYY75X4Qvk6OjolRaLxfedAkuxvLy85OTk5LvUznE9RFQFwMcAPtZKaF0/VHp322Nmc3mfStoXPtvkFG+uEWLa4gTJaLKU2HkzT6Vg8dyv3MsX/uCVNdod1txz0wAsEEJYSyxEGUVERgB3my3+T3m93tbd+jwk9+j/qDbkOv3JhRB46eHOymljFQrp9gz/YZQw4XEh5evHrd6cjGFCiF/VzsMY860KXyCz0o2Iapi02Lv9MbOpXgh3rbgZQgh0/dHmPa6LwXvfrSj2F+3Q/p2YP+sz27b1/5Akyd85HbaPhBBHi/u85RUR1TYYTaO8Xu9DTVrdqdz34NPmeo2aXzXx0PYNK/HRG4+L0CdnkqThe1bV4ExJxKmfX88RHmdtIUSG2nkYY77DBTIrtYiI/PVY+9rt+laj23LXisLItCmImWpFt4deQ9+HnvP58b1eL7au+xu/fT8p9+TxQ06Py/WB1+v5Sghxzucnq6CIyF+S5Ud0OsOrIWFVzP2HveB3W8dekGUZQgg880BbJbdyQyn4ruFqR63QslZ85crb/c9fitN6r9pZGGO+wwUyK7UkoiF1gqUv9o40m7UyX0EurFVHPbhnjh3vfL8K0TVjbrzDTRBCYNO/f+K7T8dYrXk5yba8nHEA5lfEG+5Kyvm+ynebzH5vmSz+NYc+9aZFkiRMffclETpyFkkSf3dUk+J2IvXrx63e3MyhQgieQISxcoILZFYqEVGoUYPDa4aZ/ZpHcteKonr5b4cyM9Eovliy/5aHftuzdR2+mfRGXkb6yXS7Le9Z5A/Pxm8gJeT8DaydTWa/j+22vIaGencgtNcrV3W9YCXPcTIBp+e+efZ8V4szaudhjN06LpBZqeSvp3mPNNXdM7kbTwhyK9xegWZfWRVLTGe88v7MIlXIh/bvxHefjs07emBvnsNufQHAL0IIxcdR2U06XygPgNbwjjYoonJwp8cthqiGaseq8LKWf+nM27tiqeK09VE7C2Ps1nGBzEodIuoWbqF5h56xmMw6bh27VUeyFcR9mYfH3vgSd3TufdP7nU47gW8mvWHbvWWN0+Vy/k8oyjelcbrniup814tBpDV8rK8SYwru8pRZGxShdqwKS3E7kPrVYzZvXtYgIcTvaudhjN0aLpBZqUJEFrMWR+bfbwrtUov7VvrKj7tcYuRfbnw6bycFBoded1uPx43FP3/l/eWbj1yKonzodjnfF0LYSigqKyQi0kPWvEgkvxFw20C9f8v7ZJL5b0cNjhN7cfqXsdnC44wWQuSpnYcxVnSlbz5aVqEZNBjdrbbGwsWxbz0Yp6NuNUkZ/+Q9152oI2nvNjz3QDvrb99P3uR02Bu7nI6xXByXbkIIp/C43xUeZ8NzG3/dkPrNSKszNUntWBWSIaohjLWa60mje0XtLIyxW8MtyKzUIKIwowZHEp6ymKoH8nc3X8t1CtSbmiea93ychj077rJ11txzmDl1gmPNsvlOt8vxpBDiZ74Br+zJ759MD5BGN83SuJMhsN1DeknPM+yVJPfZdKR9M9ImPK6aPA01Y2UXVyGs1LDoMPHRplqZi+Pi4acn/D7QRCt+m46kPVsvLt+8dhme6NvSvu6fhXNdTnsNRVHmcHFcNgkhhBDKbOFx1srbu3JhyvQRNtuhzWrHqlC0geGwxHWVSWt4R+0sjLGi4xZkVioQUW2zFruPPW8xhpi4QC5O76x1KB9tkfHpbzuk76aMdaxfsTjH6bD1E0KsVTsb8y0iuou0hh+MNZoFVurxvIlbk0uG156DlC8esQu3o6kQgvu7MFYGcYHMSoUAA/0+qo2+x5j2PGNecVOEQMuvbcq+M5IgjX6e3ZY3QgiRo3YuVjyIyEg64xeS3tS/cr+xJl3lmmpHqhDObfzVe27jr/8oDms3tbMwxgqPC2SmOiKKDzRg7ckX/Iw8rFvxEkJgymaX938rnA67G28oQkxWOxMrGUTSYNLovgrq9JjB0riLxBOMFC/F7UTKF8Nsij2nixDiP7XzXCo6OnqlxWKJVjuHmvLy8pKTk5PvUjsHK724tY6pLkCPKW/fZTBwcVy8zjoEHpxvt/173JNsc+MeIcRhtTOxkiOE8hMRbc9eMWOp4/jusErdnjFKOoPascotSatH0F2PGrOWT/+CiOJKU79+i8USnZCQUEvtHGqKjY1VOwIr5bizJ1MVEXU26yhuRDMtV8fFaPcpL+p/nmf797jnxzwXmnBxXDEJIfYLt72h/fDmxWnfPm11Z55QO1K5Zo69k2RzYA0A96mdhTFWOFwgM9UQkeSvw2eTuxrMWpnr4+Ly92EPbv/WajuVJ4bnOsXjQgin2pmYeoQQVuGyD/TkZjyfNut5mzXh31LTslnekCQjuPMTFtIapxCRVu0810JEGDJkyMXHHo8HoaGhuOeeewAA33//PYgIK1asuLjNggULQET47bffAAButxuvvfYa6tSpg4YNG6Jly5b4888/rzrX4MGDUa9ePTRs2BCPPPII3O78yTkTExPRpk0b6PV6fPTRR9fM+vDDD6NGjRpo0qQJmjRpgp07dwIA5s2bhwYNGqBt27Y4c+YMAODw4cMYOHDgrb04rMLiApmpqX/VAKlKv1ju6VNcvtnuUu6ba8vJc6GrIsQctfOw0kEIIYTXM0O4nbed+WtKxtn1P7tLUQ+AcsVYoxl0YTUCQNIItbNci9lsxt69e2G32wEAy5cvR5UqVS7bplGjRpgz5//fQn7++WfExcVdfPzmm28iLS0Ne/fuxd69e7F48WLk5uZeda7BgwcjMTERe/bsgd1ux4wZMwAAwcHBmDJlCl566aUb5v3www+xc+dO7Ny5E02aNAEAfPzxx9i4cSOGDh2K2bNnAwDeeOMNvPXWW4V7MRg7jwtkpgoi0ll0mPxZd4OFbxbyPSEERv/jcD33l+O0zY2WQoh1amdipY8QYpdwO5vkbJp3POvvaU6hXHeiRVZEwZ0et5CsfYeI/NTOci3du3fHH3/8AQCYM2cOHnjggcvWt23bFps3b4bb7UZeXh4OHTp0sTi12Wz4+uuv8dlnn0Gv1wMAwsLCMGDAgKvO06NHDxARiAgtW7bEyZMnAQCVK1dGixYtoNUWraFdkiQ4nU7YbDZotVqsXbsWERERqFOnTpGOxxgXyEwVGgkjmkXIlrtqcOuxrzk9Avf/Zrd/vsWVZHUjjsdhZdcjhEgTLntza8LqXRkL3rELj1vtSOWOLqwWjLVbakmje03tLNcycOBA/Pzzz3A4HNi9ezdatWp12XoiQqdOnbBs2TL8/vvv6NWr18V1hw4dQnR0NPz9/W/6fG63Gz/88AO6dSv8KHivv/46GjdujBdeeAFOZ36PsbFjx6Jr1674559/8MADD2DixIl48803C31sxi7gApmVOCKy6GS8PbmrwaJ2lvIm2y5w5/c261+HPP/mutBaCHFa7Uys9BNCnBMueztH8u4V6XNesylOq9qRyp2gO4eZALxAROG3chwikonoPiL6l4jOFeLnvesdt3Hjxjh27BjmzJmDHj16FLjNhSL6559/vqqFubBGjhyJdu3aoW3btoXa791330ViYiK2bNmCrKwsvP/++wCAzp07Y9u2bVi8eDEWLlyIHj16ICkpCf369cOIESNgs9luKS+reLhAZiVOL+OV7rU12qYRstpRypXkcwqafZVn23PaOzPXhXuEEPyJwG6aEMIpXPbe7ozjs9NmvmD15J5RO1K5ogmoDHODDkQa3QtF2Z+I/InoeQAHAbwKYBqA6gCib/Lnhs2pvXr1wksvvXTN4rdly5bYu3cvMjMzUbdu3YvLa9eujeTk5AL7HBdk/PjxyMjIwCeffHJT218qIiICRAS9Xo9hw4Zh8+bLp1K32WyYOXMmRo4cidGjR+Pbb79FfHw8fvrpp0Kfi1VsfH2blSgishg0GPV+JwPPeetDKTkKWs+w2jJtYpzLKz5UOw8rm4QQXiJ6zJubeSLt++deDR/8vkkbXOXGO7Kb4t+qn8G6b9VIInpLCJF3M/sQUQ0AzwB4CMA/AAYJITYWR75HHnkEAQEBaNSoEVavXl3gNu+++y4MhsvHzzaZTHj00Ufx7LPPYvr06dDpdEhLS8OKFSvw4IMPXrbtjBkzsGzZMqxYsQKSVPg2urS0NEREREAIgYULF6Jhw4aXrf/ggw/w3HPPQavVwm63g4ggSRK3IAPYtm1bZY1GMwNAQ3ADKQAoAPZ6PJ7h8fHxV11t5QKZlSgChnSorhG1gvlv01dOWxXc/q3VlmUXE7k4Zrfq/IQWE0jWpKX/+PLkiIcmmTQBYWrHKhe0QREwVGtC9iNbhwOYfK3tKP/O5dsBvADgTgDfAmgqhEguznxVq1bFc889d91tunfvXuDyiRMn4o033kBsbCwMBgPMZjMmTJhw1XZPPPEEqlWrhjZt2gAA+vTpgzFjxiA9PR3NmzdHTk4OJEnC5MmTkZCQAH9/f/To0QMzZsxAZGQkBg8ejIyMDAgh0KRJE3z55ZcXj52amoqtW7di3LhxAIBRo0ahdevWCAwMxMKFC4v2opQjGo1mRnh4eP3Q0NBsSZIq/LA1iqJQRkZGbHp6+gwAva5cz1NNsxJDROSvx7GF95uiO/DNeT6RZRdoPcNqTclVplhd4n9q52HlC2m0z8lG/3fCH5ps0liC1Y5TLjhTk3Dq59czhNsRKYTwXLqOiHQA+gN4HkAggE8BfH+zrc03KzY29hDPpBd7OCEhobbaOUrSrl27jjRq1IiL40soikJ79uwJiouLq3nlOm7GYyXprkpGCr6zOvc99oVzDoF231mtqbnKNzY3Xlc7Dyt/hMf9qeLI+/DUT6/avPab61/Krk8fWQ/aSlEG5BfCAAAiqkREowEcATAcwFsAYoQQU31dHLMKTeLi+HLnX48Ca2EukFmJCTTgtVfv0Jt53ONbZ3UJdJxltR0/p/xsdeN5wZeCWDERHtd4rzXrm1NzRlsVl13tOOVCwO0D/UhnGk/5xgA4BKAegHuEEB2EEIuEEDwoNSt3iCi+d+/eNS48drvdCAoKiuvQoUNtAJgyZUolIor//fffL44ZPmvWrEAiiv/uu++CAMDpdNLIkSOrVKtWrWGdOnUaNGrUqP4vv/xy82MM3iS+zs1KBBHVMGtxx4ONtFwd3yKHR6DrjzZb0hllUZ4Lj3FxzIqTEEIQ0XOes+lBp38Zc1/YwLfNpNGpHatMM9ZqAclgjvC6bB0ArAbwlRAiXeVYrIIJDY+MyzyV5rM6MCQswpORnrrretsYjUYlKSnJmJeXRxaLRSxYsMA/LCzsssHX69SpY589e3bwvffemwsAc+fODa5Xr97Fb+cvvPBCZHp6ujYxMXGf0WgUJ06c0Cxbtsznk/BwgcxKhEmL54Y300lmHdfHt8KjCPSaY7PtPuX9J8+FB4UQitqZWPl3vkh+2JVxLPD0/LfvqtxvjIkk7ipVVEQSAloPMGf/+/1riiOvi9p5WMWUeSpNU+3VJT473vH377mpmrJjx47nfv3118Bhw4Zlz5kzJ7hv375Z69evvzgvQqtWrfI2bdpkcTqd5HA46NixY/oGDRrYACA3N1eaPXt26JEjR3YbjUYBAFFRUZ7hw4dn++yJnMcFMit2RGQyaDD82VY6bna6RS8uczo3nvRuz3WhH1+CZSXp/BBwfZ0pCcvPLJ3cstLdLxq4u1TRmRvcSdmrZrQlompCiOMlee68vLzk2NjYkjxlqZOXl1esI4KwaxsyZEjW2LFjI+6///6z+/fvNz366KNnLi2QiQjt2rXLmT9/vv/Zs2flbt26nT127JgeABISEvQRERGu4ODgYm8c4gKZFTsCBt8RLYuaQdzl/Vb8uNslvt3hyrK60UsIwfMBsxInhHARUQ/bgQ279ZFLq/s1u5v/qItI0hlhadyF8nYtexbAqJI8d3Jy8l0leT7GLtWqVSv7yZMn9V9//XVwp06dzhW0zeDBg7MmT54clpubK0+ePPnE+PHjI0o6J7+5sWJFROSnx+hXbtPztNK3YEeaF48vcditbnQVQvj8UhJjN0sIYRVuR9fsVd/aHCf3qx2nTPOL76kH8BgRGdXOwlhJ6tat29mxY8dGDR06NKug9R06dLAlJSUZs7KyNI0bN3ZeWB4bG+tMS0vTZWdnF3v9ygUyK27tAvUU2qkm91csqkybgm4/2Wx2Nx4WQuxROw9jQohDwuMcmDFvgs2TV+DnG7sJ2qBI6CLrAcBAtbMwVpKefPLJzFGjRqW2bNnymkPjTJgw4eRbb72VcukyPz8/ZeDAgZkjRoyIdjgcBADHjx/XTps2zecDtXOBzIpVgB6vvXw7D+1WVB5F4N6f7bY8l5iuCPGr2nkYu0AI8YfwOD/J+G28VXi5x09RBbTsayG9aTTxmySrQGrVquV+8803r5re+VIDBgzI6dmz51UDsE+ePDklJCTEU7du3QZ16tRp0LNnz1phYWGego5xK3gmPVZsiCjapEVS+ig/g5+e3/uL4rm/HM7vdri25LpwJ9+Ux0obIpJIZ1xujr3z9kpdn9KrnacsEkJByrSHrd68rI5CiE1q52Hl165du47FxcVlXnisxjBvpdGuXbtC4uLiql+5nG/SY8XGqMGzD8dpiYvjovlpj1t8s92VbXXjXi6OWWkkhFCIqK9136q9+siYSEujjvzHXkhEEixNuhlyNs1/GAAXyKzElMVitiRxFwtWLIjIAOCx51rruFWpCBIzvXhssf3CTXncyZOVWkKIs8Lt6Jb19zS7K+OY2nHKJHP99jKEeICI+GYNxkoJLpBZcenWsLIk6lbi9/vC8igC/X+1W11evCyE2K12HsZuRAixV3jdz2f+/r5VKHyxo7C0wVUg+1UiAG3VzsIYy8cFMisW/noMGRqn8/nUjxXB22td7uNnlZ0eBV+onYWxmyaUGZ7czJ05G3/z+c0yFYGlcWcL6YwPq52DMZaPC2Tmc0Skc3nQrU99DfdHLKSd6V588J/TmevCQMF30LIyRAghhMs++NyGuS5XRolODFcumOu3k6B4+xCRVu0sjDEukFnxuKtuJckT6cf/vArD7c3vWmF34ykhxEm18zBWWEKI40LxvpS5+APualFImoAwaAIjBACe5Y6xUoArGOZz/no8OCROy90rCun9/1ye01ZlqwB+UDsLY0WmeKd7zp3el7N5PlfIhWRp3NmPdKZhaudgrLgQUXzv3r1rXHjsdrsRFBQU16FDh9oAcOLECU2HDh1q16tXL7ZWrVoN2rdvXxsAkpKSdAaDoVlMTEzshZ9Ro0ZFXPhdluX4C79PnDixsi+y8jBvzKeISGPUoFff+lruXlEIB8548c5ap8vuwUPctYKVZeeHfht47r+f95rqtDZpK0WpHanMMMXcQdn/zuxJRHohhPPGezBWdBGRVeLS01J9VgeGR0R60lJTrjt0nNFoVJKSkox5eXlksVjEggUL/MPCwi7ONPTqq69Wueuuu3IuTCKyadOmi9OwR0VFORMTExMuPd7HH3+cBgAmk6npletuFRfIzNfaRgVIokYQX5y4WYoQGLLAbvUoeFMIwZ03WZknhDhKsmZ0xqIP34l4aJKZJB7N5mZo/EKgC6nmcZ061BXAIrXzsPItPS1VM39Dus+O16dN+E3VlB07djz366+/Bg4bNix7zpw5wX379s1av369BQDS09O1Xbp0OXdh21atWl1zKurixlUM8ymzFoMebKw1q52jLJm5yy0SM5VjbgVT1M7CmM8o3qmes2kH8/as4CsihWBp3NmP9OZH1M7BWHEZMmRI1ty5c4NsNhvt37/f1KZNG+uFdU899dTpZ555pnqrVq3qvvrqq+HHjh27eNPqiRMn9Be6UQwZMiS6uHNygcx8hogkAfTrH6vh5qKbZHcLvLLcac9xYgTPlsfKEyGEIlz2J86u/s6uuB1qxykzTPVuJ+FxdSUik9pZGCsOrVq1sp88eVL/9ddfB3fq1Oncpev69u2bc+jQoT3Dhg3LTEpKMsbHx8empuZ3A7nQxSIxMTHhhx9+SC7unFwgM19qFWoiOSaE6+Ob9dlml9ftFf8JITaonYUxXxNCbBKKd1XOloU8NvJNks2B0IfXdgO4W+0sjBWXbt26nR07dmzU0KFDr5opNiwszPvEE09kLVy48Gjjxo2tf//9t0WNjFwgM58xaTHwwcZabvW4Sdl2gbfWON3nnHhO7SyMFRfhsj2fs/FXt9d27sYbMwCAuRF3s2Dl25NPPpk5atSo1JYtW17Wx3jRokV+ubm5EgBkZ2dLx48f19eoUcOlRkYukJlPEBFJhAf6xWq5+fgmvbPW6SJgnhBiv9pZGCsuQohDAP14dt1PPCrDTTLVbQPhcXUgIh4uk5VLtWrVcl8YqeJSW7ZsMTVp0qR+3bp1Y1u2bFl/yJAhme3bt7epkZF4RCnmC0TULNxCa1JftJiJeIS3G0nJUVDnszy73YO6PCkIK++IqDJpdEcjHplq0gZFqh2nTEib9WKOK+3AA0KIpWpnYeXDrl27jsXFxWVeeKzGMG+l0a5du0Li4uKqX7mch3ljPmGQcf+gRlodF8c3538rnXYiTOfimFUEQojTpNG9n73ym1cr932Tu2HdBGPN5mZ3xrHOALhAZsWiLBazJYm7WDCf0GkwaECsRnvjLVliphe/7nN7bW5MUDsLYyXG6/7IcXyn05mapHaSMsFQrbFMGl13tXMwVlFxgcxuGRHVJKBSiyrc/fhmvLjMafUKvCOEyFY7C2MlRQhhE27X/7L/nZmndpayQB9RF4rLUZOI/NXOwlhFxAUy84V2d1bXeCXuXnFDSZlerD7mUVxeTFY7C2MlT3zvSk1UXBk8YeSNkEYHXVhNO4A71M7CWEXEBTK7ZQF6dO1SS6PKOIVlzaebXE4BfCGEUG36TMbUIoRwCCE+ztn4C//7vwnGms3NpNF1VjsHYxURF8jslikCHdpV4+4VN5LjFJi5yy0cHnymdhbGVON1T7Ud2ABPbuaNt63guB8yY+rhApndEiKKVAQCY0P5n9KNfL/TJbQSVvLIFawiE0JkgaRZudsWu9XOUtpxP2RW3siyHB8TExNbr1692NjY2PrLly83X7p+/PjxlfV6fbMzZ85cbHWbOXNmYJs2bepeeLxs2TJLTExMrNtdvG8hXNWwW9X2tijZxf2Pr08RAh+ud9nOOfG+2lkYU5twOz7J3fGnR3hUmSCrzOB+yKw4VQ0PiSOieF/9VA0PibvROfV6vZKYmJiQlJSU8NZbb6X873//q3rp+t9++61Sw4YNrT/99FPghWUPPfTQWb1er3z55ZfBbrcbzzzzTPRnn312XKst3oGzeBxkdkssOnTuWpv7H9/I8sNe5DhFOoC1amdhTG1CiAOSwbLdmrj2dkvDjmrHKdV4PGRWXFJOndGIsb67OEHjzxSqpjx37pwcEBDgufB43759epvNJr333nsn3n333Yhnn332zIV106ZNS+7SpUu9ffv2GZs0aWLt3Lmz1WfBr4FbkNktURT0zLAKOutQ1I5Sqn2w3pmX48S7gqeuZAwAIJzW93I2/pbLfxLXx/2QWXnidDqlmJiY2Bo1ajR47rnnqo0dOzbtwrqZM2cG9+nTJ6tbt255R48eNaSkpFwsuGNjY1333ntv1vfffx/66aefppREVi6QWZERUYBLSCHzj5qVyh/ZEDbJqbSYYVNeWe7AzjTPjQ9QQRzOUrDhhBcAZqudhbFS5E9PTobDdeqw2jlKNe6HzMqTC10sjh49um/BggUHhw0bVkNR8hvYFixYEDx06NAsWZbRvXv37FmzZgVd2M/r9eLff//1NxqNyqFDh3QlkZW7WLBb0bxRjdDc7V8MC8izu7AlKU1at/ek+Gf7Ue/nM9NlWXKLMDMpTSsr8n0xGtxXXwODpuJ9J/tss8sF4Gse2o2x/yeE8JJG9501YfUL+vDaPAvnNVzoh+xKO3AHuJsFK0c6depkzc7O1qSlpWlOnjypPX78uL5bt251AcDtdlNUVJRz9OjRGQDw3nvvVY6JibGPGzcu5emnn47esWNHoiQVbz1R8aoV5jMSUav2jaNMAGAx6tChSTW8+eDt9O8nD8q5i0Zh02cP0WtDO8ra8LreV9dqRcD7NkR+6vS2/c4mJqx24EhW+e+WoQiBWbtcHrsH09XOwlip43X/aN270sXdLK6Px0Nm5dGOHTsMiqIgLCzMM2vWrOBRo0alpqSk7ElJSdlz+vTp3enp6boDBw7okpOTNdOmTQubMmXKyX79+uWEh4e7J02aFFLc+bgFmRVZoEV/V5vYKgW2/EgSoX61ENSvFoJHu8fJAJCVY8fG/any2j0nxOIdx7zvrM+QjTpZRJihtIpU5P6xWnStJUMu5m+FJWnTSS+8AplCiCS1szBWCu0VXk+WKzXRrK9SX+0spZYhuqGcu20RF8iszLvQBxkAhBD44osvjmk0GixcuDB4yZIlBy/dtnv37tkzZ84M3r17t/HZZ59Nj4yM9ADA559/nty+ffuYBx98MDssLMxbXFm5QGZFQkRk0mviW9aLuOl9gv2N6NGqFnq0qkXvArLHq2D3kdO0ISFF/mf7Me/Df5yUcm12CvXTeOsFeqXutWV6sJEWlS1lt2D+ZZ/H5fDgR7VzMFYaCSEEydrv8vatflVfpb5e7TyllTakGhS3oyYREd/oy3ylSlglT2FHnrjR8W60jdfr3VbQ8pSUlD1XLpsxY0aBcwbUrl3bXdD2vsYFMiuqKrIkGaqFBRT5ABpZQrM64WhWJxxP3RsvA0BqZi427E+R/919Qvl2x3Hx2sosyd+oVapaFNG2KuSBDbVoU1VCcfc98gUhBObsdbtdXvyidhbGSi3FM9uWsPrl4E6PgSSekbMgsikAJGshvJ4IAKlq52Hlw8n0zF1qZyjNuEBmRdUyvm64i4gMvjxoZIgf+raNQd+2MRIAOFwebD+YLv2376RYvu2Yt8fcVNmrKAg1y95GlTxSr3oaGhCrhb+h9BXMO9MV2NwiF8ButbMwVloJIZIkgyXVeXJfLUN0Y7XjlFraoEiX69Th+uACmbESwQUyKxKtRmretmHVYp8gxKDT4LYGVXFbg6r08oDWshACR9PPYf2+k/Lq3cne97Ym08ilOVKwWatU8/firmqSNLiRBg3D1P+n/UuC2+NRMIcviTJ2fcLt+CZv76oxhujGPv3CXZ7owmrqXKcOxwJYoXYWxioC9asIVib5GXVNYqIrlXizLRGhZkQgakYE4sFODWUAyLU5sTkxTVq376RYvu2o99PvTslayS3CLKTEV1bk++pr0LueBroSHmLup91uh92DuSV6UsbKIsX7sy1x3RjR9SmQzB9LBdGG1jCS1tBE7RyMVRT8TsSKRAjUqRURdOMNS4CfSY+OzaqjY7PqNHbIHbKiCOxPzqQNCanyih3HvC+uOiENWWijEIvWWzvAI3WuqaEhjbWoFlh8BXNChhdZduECsKXYTsJYOSGEOCoZLGmu9EM19FVi1I5TKmlDokGytpnaORirKLhAZoVGRKTXylVqVykdBfKVJInQoHooGlQPxfAe+UPMZZ6zYeP+VHnNnhPKgu3HxFtrMyWzXhYRZqG0qSLk/rFadK4p++zmv98SPF4Avwghyv9gz4z5guL5y5G8+3F9lZjSd0NBKaCtVBXC46yldg7GKgoukFlRBEtEcrBf2ekuGBJgwj2ta+Oe1rUlAHB7vNh9JIPWJ5yUl2875n1wcYqc57CjskXjrRfoke6uo6HBjbUIMRXts3pBojvP6sYCnz4Jxsox4Xb+bT+ydXBAmwE8pXIBZEslANATUSUhxBm18zBWFEQUP3z48FNff/31SQAYM2ZMWF5envzJJ5+kvvjii5EWi8U7YcKEU2rnBLhAZkVTq2qon52ISmQ+9OKg1ciIrxuO+LrheKZ3cxkATmbkYENCqrxmT7Iyfcdx8fKKbCnAqFWq+nlFu6okD2qkRauqN/6TsbsF9p1WTADWF/fzYKwcWeNMO2gQXg/3Qy4AEUETGG53ZybXB7BO7Tys7KsaGR6XknbKd+MgR4R5TqamX3foOJ1OJ5YuXRqUlpaWHhERccNxk9XE70KsKGrHRJX8DXrFrWqoP/q390f/9vmXeO1ON7YdTJfW7T0p/tl+zNt5dposhBuhFvLEVfJqetXTon8DDSy6y1+KzSleWHQ4kmUXeao8EcbKICFElmSwpHA/5GvTVq6hcWcmx4ILZOYDKWmnNGL5az47HnV+74Y1pSzLYujQoRnvvPNO2GeffZbis5MXAy6QWaFJhNqx1UJMaucobka9Fnc0jMIdDaPotYFtZCEEDqeexYaEFM2qXce9b21OpseX5krBZq23hp+X7qouSYMba7HmuFdxePCX2vkZK3O4H/J16SrXNNsPbODBolmZ9vLLL59u1KhRg3HjxqWrneV6uEBmheZv1jeqUyWowk15RUSoXSUItasEYUjn/CHmcqxObEpMldftzR9ibtKM0zIRJLsHG9XOy1hZw/2Qr08bEg3S6OPVzsHYrQgODlb69+9/5r333qtsNBpL7Y3s/C2dFZpEFFM7snSOYFHS/M16dI6vgfEPtaX1U4bKOYtehFcRHvBg/owVxcV+yOxq2kpREF53XbVzMHarRo8efWr27NkhVqu11NahpTYYK70cLk9UrchAtWOUSodTs6HTyNlCiAy1szBW1gghskijS3GdOqx2lFJJ4x8K4XX7E5Gf2lkYuxVhYWHenj17Zs+ePTtE7SzXwgUyKxQiMrs9ijmyEr8/F2RzYhq0GoknB2GsiAjY4so4pnaMUokkGbI5yA6gutpZGLtVr7/+evrZs2dLbVffUhuMlVq1IipZbJJE3EewAOsTTjqzcx3cvYKxIlKc1m3ujGO9AZTZYSSLk2wKULy5mZXUzsHKvioRYZ6bGXmiMMe70TY2m23Hhd+joqI8drv94uNPPvkk1VdZfIELZFZYtbj/8bVtSkxzCGCn2jkYK8MSXKeO2MEFcoEkUyABKLWXpVnZcaMxiys67mLBCqt2w+ohZWcKvRJ2LP2cFsAhtXMwVobtd585wY031yCbA7XgApmxYscFMisUs0Fbp2ZEILfsFMDmcCPH5tQBKNWDnzNWyh1TnFad4rKrnaNUki1BegDcxYKxYsYFMisUnVYOCbRwA3JBjqSdhcWoOyWE8KqdhbGySgjhlbSGk+4zJ9WOUirJRn+JNPpItXMwVt5xgcwKRSIK8DdxA3JBDqdlQyNLR9TOwViZR7TXfSZZ7RSlkmQMAGm0EWrnYKy84wKZFVaAn0mvdoZS6XDqWdhdnn1q52CsrFOctq3uzGSeLaQAkskfIApTOwdj5R0XyKxQhBB+fkZuQS5I4okzDpvDvV/tHIyVeULZ7zp1xKZ2jNJINvgBQvBNeqzMMplMTZOSknQGg6FZTExMbK1atRoMGjQo2uv1IikpSUdE8c8999zFbkRpaWkajUbTbOjQodElmZPvFGaF4lWEmbtYFGzf8UwneAQLxnwh3WvNFmqHKI0kkz+E4g1UOwcr+0IjQuMy0zN9VgeGhId4MtIybnrouKioKGdiYmKC2+1GmzZt6v3444+BrVu3tlWtWtX5999/BwJIBYBZs2YF1a5d2+GrnDeLC2RWKB6vYvbjArlAR1LPygB4jlzGbl2mYs/lK5wFkIz+EF43T9TEbllmeqam4fcNfXa8vQ/vLVJNqdVq0bJly7yDBw/qW7dubTMYDKJ27dr2NWvWmNq1a2ebN29ecO/evbNSU1NLtPjgNyBWKG6PYuQCuWBZuXY9eIg3xnwhU3FatWqHKI0kvQlQvDoi4teHlQu5ubnSmjVr/Bs3bnxxbMeBAwdm/fjjj8GHDx/WyrIsIiMj3SWdi1uQ2U0jIokIOouBC+QrebwK3F5FA8CqdhbGyoFs4XbqheIFSbLaWUoVIgmkNTiFy14JQLraeRgrqhMnTuhjYmJiiQjdu3c/O2DAgJykpCQdAPTt2zdnwoQJVcLCwtx9+/bNUiMfF8isMMxaWfbIssQtF1fIs7ug08gOh8vD/SYZu0VCCA9pdHbFaTXJRu5NcCVJb/Z4XfYQcIHMyrALfZALWmcwGETjxo1tX3zxRfjevXv3/vLLL4ElHI8LZFYofka9xgOAC+Qr5Nic0MhSid9EwFh5RbI2R7HncoFcAMnor3hzM3k2PVauvfrqq+nt2rXLDQ8PV2XyLS6QWWH4mw1aHpu0ALk2FzSyxN0rGPMRkuRsry0nXBtcRe0opY6kMwKARe0cjBWW2+2GTqe7qSutzZs3dzRv3ly1hicukFlh+FmMOkXtEKVRrs0FWaI8tXMwVm4QMhV7jtopSiehAABPac9uSUh4iKeoI09c63g32mbr1q3GqKgoZ7169VwHDx68amKtay1/9tlnzwA446OoN4ULZFYYfjwGcsFybC4QUa7aORgrN4TIVBz8nbMgIr9A5sYKdksKM2axL3zwwQeh06dPr/zhhx+eKMnzFhUXyKww/APMelI7RGmUa3cCADd3MeY7CsD3vBZICIALZFbGvPLKKxmvvPJKhto5bhaPg8wKw2Q2aLlALkCO1QVFiLNq52CsHJFA/HZTIG5BZqzYcYHMCsPlcivcpFMAj6JAKMKldg7GyhEZxB9RBeIWZMaKHb/7sMKw25xuLpALYNBqIElkVDsHY+UHycQtyAXiPsiMFT8ukFlhOOxOHuWtIAadBkRkUjsHY+UGQeIW5GvgFmTGih2/+7DCcNhdXCAXxKCTAYALZMZ8h7tYXAsXyKwMS05O1txzzz01o6KiGtaqVatB+/bta+/evVtPRPFvv/125QvbDR06NHrKlCmVAKBv377Vq1Sp0igmJiY2Nja2/j///GMu7pw8igUrDLvD5eZrngUw6DQAYFA7B2PlCN+kdy3cxYL5QESV8Lj01FM+qwPDI8M8aSnp1x06TlEU9OrVq/agQYPOLFmy5AgArF+/3piamqoNDg72TJ8+vfKoUaMyDAbDVd05J06ceHLYsGHZ8+fP9x85cmS1AwcOFDhNta9wgcwKw+FwefkTqwBGPRfIjPkWSdwHuWCCW5CZD6SnntJ8efQDnx3viRqv3LCmXLJkiZ9GoxGXDvd222232ZOSknTBwcGeFi1a5H3++eeVRo0alXmtY3Tr1i138ODBel/lvha+fsUKw+50c4FcEINWA0URfJMeYz4jdJBktUOUTtyCzMqo3bt3G+Pi4mzXWj9mzJi0qVOnhnk81+7O+fPPPwfWqVPHXiwBL8EtyKwwHE63hz+xCmDQaSCEKPZvtIxVGEKEysYAtVOUTkIQuEBm5VBMTIyrSZMm1unTpwdfue6NN96o+v7770cEBwe7v/nmm2PFnYULZFYYdrdH4QK5AEa9Bl4heB5uxnxEeD0hsiVI7RilE3exYGVUo0aN7AsXLrzuH/aYMWPSBwwYUKtVq1a5ly6/0Ae5eBP+P+5iwQrD4fZygVwQf5Mebo+32O+qZawiICISHleAZApUO0qpJMBdLFjZ1LNnz1yXy0Uff/xxyIVl//77r+nQoUMXG5iaNm3qqFOnjn3FihWqXkLiApkVhtPjVSSFJ9O7SiV/I9wexUBEfKMeY7cugCSNImm511JBhMshA7CqnYOxwpIkCYsWLTq8YsUK/6ioqIa1a9duMHbs2Mjo6Gj3pdu9+eabaadOnVL1qix3sWA3TQghtBrJ63R7NEa9Vu04pYokEYL8DI7Mc/ZIAEfUzsNYGRcuGS1OANxt6QpCCChOqx5AutpZWNkWHhnmuZmRJwpzvJvZrnr16u6lS5de9Tl58ODBfRd+b9OmjV1RlG0XHs+bN++YT0IWAhfIrFBkSXI7XF4ukAsQHmTxcIHMmE+ESaZA7kJQAOGyASCvEIJbkNktudGYxRUdd7FghSLLksvudN94wwoourK/BKCq2jkYKwfCNX6VeEjJAnjzskEa3Vm1czBW3nGBzApFI5HD6uACuSAxUcFGANXVzsFYORAm+4Vw94oCeG1nQZKcceMtGWO3ggtkVigaWcpMz+YrewWpXSVIE2DWN1A7B2NlnqytofEP5Tv0CuDNywYIaWrnYKy84z7INyk6OnqlxWKJVjuHL+Tl5SUnJyffVcTdT6Rk5nIRWICa4YHQyFKM2jkYK+sknaGVNrQad7EogNd2FsLrSVY7B2PlHRfIN8lisUQnJCTUUjuHL8TGxhZ5X7vLczglM/fGG1ZANSMC4XJ7q6mdg7GyTnhc9XWh1dWOUSp587IU4bIfVzsHY+UdF8isUOxOz/Hk0zluADyMxRWqhwfA4fYEEpFFCJGndh7GyiIiqkQanUn2r6x2lFLJm5PhAA/xxsqg9PR0+c4776wHAJmZmVpJkkRwcLAHAJYvX35g5MiRUTt27LAEBAR4tFqtePHFF9OXL1/uv2XLFovb7aaUlBR99erVHQDw6quvphX3rHrcB7mIiAijRo26+Pijjz7CuHHjAADjxo3DRx99dNU+a9asQbNmzaDRaPDbb79dtm7mzJmoU6cO6tSpg5kzZxZ4zuTkZHTo0AFNmzZF48aNsXTpUgBAUlIS4uPjERcXhw0bNgAAPB4POnXqBJvN5oune6mUY6fOOXx90PJAq5FRJzLIBqCJ2lkYK8MaaYKr2Im4h0VBPLln3OACmflAldDQOCKK99VPldDQuOudLzw83JuYmJiQmJiYMHTo0IwnnnjiVGJiYkJCQkJCz549a7dt2zbv5MmTe/bt27f/l19+OXLixAndDz/8kJyYmJiwdOnSg1FRUc4L+5fElNPcglxEer0e8+fPx+jRoxESEnLjHQBER0fj+++/v6p4zsrKwvjx47F161YQEeLj49GrVy8EBV0+XfnEiRMxYMAAPPnkk0hISECPHj1w7NgxTJ8+He+99x6qV6+O1157DfPmzcMXX3yBIUOGwGQy+ew5n5eafDqHxye9hjsaRekTks+0ALBO7SyMlVGN9eF1+Aa9a/BaswDglNo5WNmXmpmpSajnu9tmYpMSi1RTLl682E+r1YpXXnnl4ugsdevWdb3++uunfRauCLgFuYg0Gg0ee+wxTJo06ab3qV69Oho3bgxJuvxlX7ZsGTp37ozg4GAEBQWhc+fO+Ouvv67an4iQk5MDADh37hwiIyMBAFqtFna7HTabDVqtFmfPnsXixYsxdOjQW3iGl53XQER1iKgegJTUM3myTw5cDrWpH2kIshg6qJ2DsbKK9ObWuvDaPGX7NSi2HA24BZmVI3v27DE2btzY55e7bxW3IN+Cp556Co0bN8Yrr7xyS8dJSUlBVFTUxcdVq1ZFSkrKVduNGzcOXbp0wWeffQar1Yp//vnnYo6hQ4fC6XRi+vTpmDBhAl5//XXczCVKyt8oBED0+Z9ql/x+4XEggJMAVgJ4JivXbvR6Fcgyf7+6Uot6EfAoSgu1czBWVhFRMy3foFcgIRQoTqsR3ILMyrEhQ4ZEb9682aLVasXevXv3q5WDK5xb4O/vj6FDh2LKlCm3dBwhxFXLCipu58yZg4cffhgnT57E0qVLMWTIECiKgujoaKxevRobNmyAyWRCamoqYmJiMGTIENx///04cOBAgeclorEArAASAcwA8BCAmgBSAfwC4Bnk96c1CiFqCSFGCCEceq0mJ+UMj2RRkJioSnC5vZWIKOjGWzPGLkVEsuKy19CF8mAwBVEceYAkO4UQTrWzMOYrjRo1su/evftif9AffvghefXq1Qeys7NVbcTlAvkWPf/88/jmm29gtRZ98oyqVavixIkTFx+fPHnyYveJS33zzTcYMGAAAKBNmzZwOBzIzMy8bJvXX38db731FqZMmYLBgwdj/PjxGD9+/LVO/QGAykKISkKIpkKI3kKIZ4UQHwkhfhFCbBJCpAkhLutzbNBpThxJO1vk51ueybKE2GohNgDxamdhrAyKkYx+LklvVjtHqeS1ngXJ2mK/OYmxktSzZ89cp9NJ77//fuiFZXl5earXp6oHKOuCg4MxYMAAfPPNN0U+RteuXfH3338jOzsb2dnZ+Pvvv9G1a9ertouOjsaKFSsAAPv374fD4UBo6MV/T/j3339RpUoV1KlTBzabDZIkQZbla45kIYSwF2U4MkURB7lAvrZ2jaJMElFLtXMwVgbdaazWhO9xuAZPVgpIko+onYMxX5IkCYsXLz68du1avypVqjRq1KhR/QcffLD6uHHjTqqZi/sg+8CoUaMwderUG263ZcsW3HfffcjOzsbixYsxduxY7Nu3D8HBwXjzzTfRokV+19UxY8YgODj44u/NmzdHr1698PHHH2PEiBGYNGkSiAjff//9xa4YQghMnDgRv/zyCwDgsccew+DBg+HxePDFF1/49Pmeszr2Hk49ex/4C1aBWsVEan+w7O0A4B21szBWlkgGS09DjWZGtXOUVq7TRxXFbd+gdg5WPkSGhHiKOvLEtY53s9t+8sknqZc+rlatmnvJkiXX/PJXr14918GDB/fdSr7CooL6v7KrxcbGHipHM+kdTkhIqF3U/YloSO/b636+YFwfP1/mKi9OZuSgzsNfWR0uT4AQwqt2HsbKAiKSSNbmRD72lVnjH3rjHSqg07+Nz7Uf3vK4EGKO2llY2bNr165jcXFxmTfesmLZtWtXSFxcXPUrl3MLICuKIwdTsngs5GuoGuqPKiEWBUBrtbMwVoY0N2i15jNLJ4ncncugeFxq5yl1XKeOAMButXMwVhFwgcyK4tCx9HMGvvpwbQPa1TcadJreaudgrKwgovYNY5p47mnYSNHtmC/SpwxE5lePejN+fx/2o9uhKBX7O7nidsBrO2sEUPCwRIwxn+I+yKzQhBCnzAad4/ipc/rq4YFqxymVerWprZm2eHt/AC+rnYWxssDP7N+vb/cHNG1b3YUXRvwPZ7IzsHX3Jnnd5lXezX98JOd4PZAtIV6pWpxsadoDukpRNz5oOeLOPAFJazjhdeS51c7CWEXABTIrEoNO3rElKf1OLpAL1qJeBBRFhBFRNSHEcbXzMFaaEZFFq9E2adbo/wd/qRQUiq7t70HX9vfIQggcP3kEW3ZtlP/d+I9338znZa3eoCh+4dDXaS2Z47pCY/JX8RkUP3fGUYBoh9o5GKsouEC+SXl5ecmxsbFqx/CJvLy85Fs9xjmrc+WmxNTb+7eP0foiU3kjyxJ6tKqlzF29/24A09TOw1gpd3ds3cZOs8miK2glEaF6VC1Uj6qF/vcMlj0eNxIO7pE2bf9PrN28Ujm+frZkMPt7vcHVJFODDmSq3xaSVL4+3lynjrgURx6PYMFYCSlf7yDFKDk5+S61M5QmXkVsWbPnhA1AgNpZSqu+d9QzLd929AFwgczYdVnMfg9373DvTY+Ko9Fo0bh+MzSu34xGDH6GrLY8bN+7Wd6wba13/YYfpVPLppLOL9ijhMdo/Jp0gyGqQXHGLxHOtAN2AHvUzsHYrZBlOb5OnTp2IQRkWRaffvppcufOnS/OtDZ+/PjK77zzTtXU1NRdlSpVUnUUKC6QWVFt3XM0w6goApJ09bTYDOjSvDryHO4WRGQWQhR9qkXGyjEismi1ug7tWnUs8jHMJgvatrwLbVveJQPA6cx0bNm1QbN28yrvtgUT5BxAkF+oIldrKvs1uxvawHCf5S8JQgi4M5P14BEsmA9VjYiIS0lP91kdWCU83HMyLW3X9bbR6/VKYmJiAgDMmzfP/3//+1/Vzp07J11Y/9tvv1Vq2LCh9aeffgp89tlnz/gqW1FwgcyKRAiR6W/SnzuYkhVaL6qS2nFKpQCzAU1rhTk3JaZ2BrBQ7TyMlVJ3x9Zp5ArwD9T76oCVQ8Jxd8f7cHfH+2QhBA4fP0Bbdm6Q/t30jzfx25GyXm9SvIERMNS9XbI06gLJYPLVqYuF15oNCMUDIF3tLKz8SElP14gvfXeBk54YWaia8ty5c3JAQMDFyUX27dunt9ls0nvvvXfi3XffjeACmZVZGo20dUtSWncukK/tsbvj/JNOnnkGXCAzVqDCdq8oLCJC7er1ULt6PXqg98Oyy+3C3sSd0sbt65R1W1YqKWtmSgZzoNcbUkMyN7yLjHVvgySVrhFQ3aePgjT6A4rbyWNrsjLN6XRKMTExsU6nkzIzM7VLly69OGzhzJkzg/v06ZPVrVu3vMcee8yQkpKiqVKlyk3PzudrpetdgJUpZ3MdqzbsT+XR/K9jQPv6cLq9txNRpNpZGCttiMjidDlvqXtFYem0OjRr1BIjH3pRmj11sbT4+3/x2uP/kztUr6Io/84Qpz8dgMwZj3kz//wUztTSMeSwK+M4hMe1Se0cjN2qC10sjh49um/BggUHhw0bVuPCGOcLFiwIHjp0aJYsy+jevXv2rFmzgtTMyi3IrMgEsHXdnhN2AAXeec4Ai1GH+9vXFz+t2DcMwNtq52GslLm/SYPmbl92rygsf0sAOtzWBR1u6yIDQOqpk9i6a4O8ZtNK785fX5dJ0gjhH6poqzeX/Zr2gMY/pMQzutIPWIXHubXET8xYMerUqZM1Oztbk5aWpjl58qT2+PHj+m7dutUFALfbTVFRUc7Ro0dnqJWPC2R2K7YlnsgyebwKNDJfjLiWJ3s2Nfy2NulpInpXCFGxpwNj7BIWs9/z/XoMsqid41KRYVXRq0t/9OrSX1YUBQeO7KfNO9dLazat8B76eoGsN/op3sBIMsS0I0vDuyDpDMWeyZV+yAsewYKVMzt27DAoioKwsDDPO++8EzZq1KjUd99992I/+ypVqjQ6cOCArm7duqpcqeYCmRWZECIn0GI4ve9YRpW4WmFqxym1WtSLQOVAkyXP7moPYJXaeRgrDYiogcXsV6t1fFu1o1yTJEmIqd0AMbUb0NB+I2Sn04Fd+7dLG7atVf7bskSkr5oh6S2BXm/l2rKlUScYajb3ef9lryMPntxMPYDrjg7AWFlwoQ8ykD86yxdffHFMo9Fg4cKFwUuWLDl46bbdu3fPnjlzZvDbb7+tys2pXCCzW0KEzVsPpN/HBfK1ERGeva+5eezMtc+CC2TGAABGg/G5Pt0HajVy2fkY0usNaNnkNrRscpv03KOvIvtcFrbt3ij/t/Vf76a/p8i5Lickv0peqWpj2a9Jd+jCatzyOZ0n9kLSGnd6PTl8vwfzqSrh4Z7Cjjxxo+PdaBuv17utoOUpKSlXXSGZMWPGSV/kKqqy887ESqWzec7V6/eldH+0e1zxX2csw4Z0bECvzVjVnYiChRBZaudhTE1EZNHp9IPv6zawTH8GBQUEo1PbHujUtocshMDJtGRs2ble/nfTCu+e2S/LGq1OKP5hiq5mS9nStDs05sBCn8NxbKdLcVoX+T49q+huNGZxRVem35xYqbBl3d4TLgBcIF9HsL8Rd7eq7V2w7sBQAJPVzsOYmohocNMGLZTKIWVrwo7rISJERVZDVGQ19OnxgOzxepB4aB9t3vmftGbjSuXopl8kg8lP8QRHk6l+ezLHtoekufH9zfYjW50QysoSeAqMsUtwgcxu1c5jp84ZzlkdCDBzjXw9z/dpblq29cirRDRVCKHa2I6MqYmINEaDadzQfiNK1c15vqaRNWhYLw4N68XRI/ePJJvdip37tkkbtq3xrt/6q5T+zxektwR7lfC6sqVxF+ijG1/Vf9lrz4EnN1MHoMDL0oyx4sMFMrslQgh7JX/j5r+3Hrujf/sYteOUanc0jELdqsGW7QdP9QPws9p5GFNJv6jIapa42Hi1c5Qok9GM25q3w23N28mjHn8DmVkZ2Lprg7xuy2rvliXvy7leryC/EEWObiJbmvaArlJVOJP3QtIat3k9OW618zNW0XCBzG5ZVq5jzrx1Sc36t48p3fO1lgITH25nGfj2728T0VwhBM+KxSoUIiKz0TxxxKBnLESkdhxVhQSHoluHXujWoZcshMCxk4dp84784eT2zXxW1umNigsSFEfuUrWzMlYRcYHMfOGPPzYd/tjrVSDzeMjX1a1FTYT4G8NybK5+AH5VOw9jJax7YEClsDbx7dTOUaoQEWpE1UaNqNp0f6+hstvtwr4De6RREx5X3MB6tfMxVhFxNcNumRDiuCxR+uakNLWjlGpbElPR4IkZ3qOZOWbJIH1MFb0JjVU4ZpPl7RGDnq7wrcc3otXqEF45AkIoVgD/qp2HMV9o2bJlvXnz5vlfumzChAmViSg+JiYm9sJPnTp1GhBR/Pbt21W9sYlbkJlPOFye3xZtOPh8m9gq/G/qChsSTuLhSUu9B1Oz5aD2Qaj7bF0cfedokMvh6gHgD7XzMVYSiOjOSkGhdTrc3lXtKGXC5h3/QavVrXQ4HTz7JisWEWGRcemn03z2mR1eOcKTdir1mkPH9e/f/8ycOXOC+/btm3Nh2bx584L//PPPpG7duuVdWPb0009XiY2N1TVr1szhq2xFwcUM8wmn27vw1zWJj7376J3+N966YlizOxmPfPqn92j6WTn4rmCq92I9aPw1MgCEDQizpHyT8gkRLeW+yKy8y+97bJn61MMvmcvSxCBqWrNpZW6eNXee2jlY+ZV+Ok0z9fEVPjve09M7XvePe8iQIdnvvPNOFbvdTkajUSQlJelOnz6t7dKly8Xi+M8//7QsWrQoaOfOnQk+C1ZE3MWC+crGlMw8+cTpnBtvWc6t2HEMNYZ96e3wvzk410imup/UQ/jACEnj///vHf7N/KEJ0EQC6K9eUsZKTJ+gwErVO7ftoXaOMsHj9WD7ns06AH+rnYUxXwkPD/fGxcVZ582bFwAAM2fODO7Vq1f2heENMzMz5ccee6z6jBkzjgYHB6t+5YQLZOYTQgivXisv+2PTYbWjqOavLYdR7aFp3i5v/gJrUy3V+yQG4f3DJY3l6i/VJBGqPFzFQnqaSkRGFeIyViKISKvXGWY4XQ7Txu3rwBdMbmzXvq3QarXJQohTamdhzJcGDBiQNXfu3CAAmD9/fvCQIUMuziw7bNiw6H79+mV16dLFql7C/8cFMvOZc1bnL7+uScxVO0dJW7zhIKoO+dx79/h5sLfUU71J9RDWN0ySzfJ19zPHmGGJtZhJS6NLKCpjJU6W5JFVgmprm0V3orEfvyRGvPKAknhon9qxSrW/1yx12B2279TOwZivDR48+Ox///3nv27dOpPD4ZDuuOMOGwB89tlnlU6cOKH/4IMPUtXOeAEXyMyXlv2376Te5qgYY9rPX5eEiAenenu/swDu24xUb3I9hPUOk2TT9QvjS0UMjjCBMIqIoooxKmOqIKIgSdK8NbDd8+aeLR/BxEG/kVlUpqdeH4r/vfecN+1UitoRSx2P14NV/y0TXq93rtpZGPO1gIAApXXr1rnDhw+v3qdPnywASEhI0E2cOLHK7Nmzj2i1WrUjXsQFMvMZIcRZs0G7d9Wu42pHKVZzV+9H2KDPvP0/+B2inZnqTa6Hyr0qS7Lx5gvjC3QhOoR0DdFKRmlqMURlTFV6rfGD+FodtJHBNQAAOo0OD3f8H40Z8APSkjMx+JmemPT1O96c3LPqBi1Fdu3bCpLopBDiiNpZGCsOAwcOzEpKSjJe6F4xceLECLvdLvXp06f2pcO9/fXXX6pOR0/cH4z5kixJLw/r1mjCjBd7qDp+YXH46Z99eP6bFd4sq0MO7RUqKt1ViST9rX/HVJwKkkYl2bx53m5CiLU+iMqY6ojoNqPO8s/4QT8aTXq/Arc5mXkYP6x+15tlPSUPu/8Jpf89QySdVlfCSUuXd6eOcfy5auEEj8fzrtpZWPmya9euY3FxcZkXHpf0MG+l1a5du0Li4uKqX7mcC2TmU0QUU8nfuC3jt2dN5WUygO/+2o2Xvl/lPedwyaG9QkVwh2CSdL69+HJ241mkfp96SHEosUKIitFHhZVbRKTXa41Jg9u/XK1ZrfY33H7v8Q34Zf0UryCP9Owjr1Kntj1w4c72isTj9aDHg7fbrfa8htyCzHztygKZ5btWgVzx3oFYcUtyub05Ow+X/Zuvv/pjJ4IGTPaOmL4M+u6BUr1J9RDSNcTnxTEABLQKgLGGMYJ0NNbnB2eshGll3es1wmJDm9a8uSmlG1ZrgwkPzJE7NhhEn0x/R3nwmV7Ktj2bijll6cPdKxgrPbhAZj4lhBAuj/fbGUt3O9XOUlRTf9+GgP6TlKe+WQ5jryCp3qR6qNSpUrEUxhcQEao+VtVMEr1IRM2K7USMFTMiiiWSXhrc/uVCX0W6s9F9eHvwb1KN4KbSq28/LZ5+42HlSPKhYkpa+vy95g8evYKxUoILZOZzTrf365nL9wiHy6N2lJumKAomzdsMv36fKC/MWiUs91WiupPqoVKHSiRpS+bPRBukRcSQCIOkl34jIn2JnJQxHyIiyaA1zb631Qh9kCW0SMeQJAn9bnsKEx6YQ0qenoa/dD/GT3rVm5F12sdpS5f80Sv+5tErGCsluEBmPieEOKbVSDvmr0tSO8oNKYqCD+ZuhH//ycorP68RAf1DpXqf1KPg9sEkaUr+zyPwtkAy1TWFkY4mlvjJGbtFsqR5PiQgsnbbBr1u+Y/HqLNgRNfx9L++3+Bg0hHc/0R3fDFrkmK15d145zKIu1cwVrpwgcyKxdk856QpC7aV2klDFEXBxJ/+g1+/Scob8/8TQQMrS/U+rkdBdwSBNOrdXEhEqDq8qokkeoqIWqoWhLFCIqKmsqSZOLzzWLNEvvtoqeQfjlH3fiY/1f0DLF/1l7hveEf89sds4fGUr3tZ/1i50G532L5ROwdjLB8XyKy4LNp95DQOpWSrneMyiqJg3Ky1sPSdpExYvFEEDw6T6n5UlwJvCwTJpWPUDU2ABlWGVTFKemkeERU8PhZjpQgRmfUa48IH2r1gCPGPLJZz1AxvgDcHzJQHtHke3/38pdLv8a7i343/lIupq622PKxe/7fk9Xpnqp2FseJ2+PBhbceOHWtVq1atYVRUVMNhw4ZFORwOWr9+vXHu3LkBF7Z78cUXI8eMGROmVk4ukFmxEEI4ifD910t3lopmHkVR8L9vV8PU5xPx7l9bRMhD4VLdD+tSYOtAkFQ6CuNLBbQKgH9z/xDJIM2m8jJeHiu39FrjVw2iW4W2qNOp2P+txtfugImDfpFb17yH3v70DTHsxX7K3sSdxX3aYrVi3Z/QanX/CiHS1c7CKo7IiCpxRBTvq5/IiCpxNzqnoijo3bt37V69ep09fvz43qNHj+61Wq3Sc889V2Xr1q2mP/74I+BGx7hZHs+t3QfF4yCzYkNE9QMt+m0Zvz1n1MjqfBfzeBSM/nYVpizdIWCRED4gnPya+pXKovhKikvB4XGHra7TrvGKW/lQ7TyMFUSS5GFB5tCprw/4xqTXGkv03B6PC3P/myJ2HF1NTRs09z43fLQcFVmtRDP4woPP3pt7NPnQQCHEUrWzsPLrynGQiSj+v4X7fHb823s3gBBi2/W2+f333/3eeuutyK1bt168SSkrK0uqXr16Y41GI4QQCAsLc48aNSpt//79xhMnTuiOHz+uT01N1T3xxBOn3njjjdMAMG3atOAvvvgizO12U7NmzayzZs06rtFoYDKZmj722GOnVq5c6f/hhx+e/P333wOWLVsWKMuyuPPOO3O++uqrkwW8LgWOg+yzGVQYu5IQYn+Qn+Hg0k2HG/e6rU6Jntvl8uDVb1Zj2l87BAVoRPjwSMmviR/KUmOspJNQ7YVq5kNvHhpPRJuEEGvUzsTYpYiooU5jmPpk93dKvDgGAI1Gh8HtX6J7Wz2GWSvfoYeevw9d7+zlfWzws3JQQHCJ5ymKw8cOIO1UigfAspI6Z3R09EqLxRJdUucr7fLy8pKTk5PvUjtHRbBnzx5jXFyc7dJlwcHBSpUqVVyDBw/OPHDggGHWrFnJAPDiiy8aDx06ZFi/fn3S2bNn5fr16zd8+eWXM/bt26f/7bffgrdu3Zqo1+vFgw8+GP3ll19Wevrpp8/Y7XapYcOG9smTJ6eeOnVKfvzxx6sfOXJkryRJyMzMlAuTlQtkVqzO5jknffb7ts963VanROZUd7k8eGH6Cny9fLeQgzUi4omqkqWRpcz2UtCF6hA1MsqYPDV5IRE1EEKkqZ2JMQAgohCdxrD8/rbPGSOCq6uaxWLwx8ge70np2cmYueod9Pu3Cx7s86jyQO+HJYO+5Av3wpj/5xynoninA2hKRNUBLBJCuIrznBaLJTohIaFWcZ6jLImNjVU7QoUhhAARXdV14fzyq7bv0qXLWaPRKIxGoyc4ONh98uRJzV9//eW3d+9eU1xcXH0AcDgcUuXKlT0AIMsyHn744WwACA4O9ur1emXgwIHV7r777nP333//ucJk5T7IrLj9um7vCTkls3gHtHC4PHhs0p8w95skvt2xX4l8qirVmlhb8mtctlqNC+LX2A8h3UMskkFaQkRatfMwlj+VtGlZuwa9glvV7VJq/sDCg6Lxap8v5RGdJmDhn7+J+x7tiCX/zBder1ftaAWy2a34c/Ui4XK7pgEgAM8ASCaid4mopsrxGPO5Ro0a2Xfu3Gm+dFlWVpaUnp6uk2X5qsJZr9dfXCbLMjweDwkhqH///mcSExMTEhMTE44dO7b3k08+SQUAnU6naDT5bb9arRY7d+7c37dv37MLFy4MvPPOOwt1KZsLZFashBBWrSz/8u1fu4vlE8rmcGHYR38Iv76fiB8TkpSqz0RRrQm1JL+GZb8wvlTleytrjbWMMZJemlFmm8NZuUBEpNcaf6wT2bh+r1YjdGrnKUi9qs0w7v6f5HuaDcfn330sBo7sITZuX1vqRrxYvuYPodVo1wkhTgghtggh2gPoAMAAYDMRLSOiPsX9xfjkyZO49957UadOHdSqVQvPPfccXK78RuydO3di6dL/7xo9btw4fPTRR8UZB7///jsaN26MJk2aoHnz5li3bl2B261YsQLNmjVDkyZNcMcdd+DQofxZF+fNm4cGDRqgbdu2OHPmDADg8OHDGDhwYLHmZjfWq1evXIfDIU2dOrUSkH8j3ciRI6P69++fGR4e7s7Ly7thXdqtW7ecJUuWBKWkpGgA4NSpU/KBAweuei86d+6clJWVJd9///3nvvzyyxP79+83FSYrF8is2OXaXVM/X7TdoSi++3DKs7nw4HuLhH//yWLuwUMi6vlqVGtcbckSaylXhfEFJBGin442aYI1fUlLb6idh1VcWlk3NtgS1v2Rjm8afTnecXG4rX4PTBz0q9Qwsi29+cEo8firg5WkwwlqxwKQf0l59sLvrHnW3A+uWL5fCPECgKoAfgDwAvJbld8+3wXD5zn69OmD3r174+DBgzhw4ADy8vLw+uuvA7i6QL5VN9Oa37FjR+zatQs7d+7Et99+i+HDhxe43ZNPPomffvoJO3fuxKBBgzBxYv78Sh9//DE2btyIoUOHYvbs2QCAN954A2+99ZbPngcrGkmSsHDhwkPz588PqlatWsMaNWo01Ov1ypQpU1K6d++ee+DAAWNMTEzs119/HXStY8THxzveeOONlI4dO9atW7du7F133VX3xIkTV32JPHv2rNytW7c6devWjW3btm29iRMnnihMVu6DzErCNofLk75q5/FaHZtVv6UD5VgdeGzyX+K3DQdIH21Qol+sJpvrmstfRVwA2Sijxis1zIfGHHqNZDoivOIntTOxikUiaYDZ4P/K03d/YNRpDWrHuSmSJKFXy+Ho1nQI/fTvh3hy9BC0iW/nfWbYy3J45eIZs/lm7EvahTPZmbkAVhS0XgjhAPAjgB+JqAGAEQC2EtEWANMBLBFC3No4VgBWrlwJg8GAYcOGAci/jD1p0iTUqFEDb775JsaMGQO73Y5169Zh9OjRAICEhATceeedSE5OxvPPP49nn30WAPDjjz9iypQpcLlcaNWqFaZNmwZZlmGxWPDiiy9i2bJl+Pjjj7FkyRIsWrQIGo0GXbp0uapF2mL5/1tWrFbrNRs9iAg5OTkAgHPnziEyMv//pyRJcDqdsNls0Ov1WLt2LSIiIlCnTsneLF7aRYRHem7v3cBndWBEeORN/XusXbu2e+XKlYeuXG40Gr179+7df8miyyZSOHjw4MUhN0aMGJE9YsSIqyZasNlsOy78Xq1aNfeePXv2X7nNzeICmRU7IYSQJJr06cKt73dsVt184z2udjbPgUc/WSp+33yIDNUNSrWXq8um2qZC3ZFaHmiDtKjxWg3TkbeOfE1EmUKIErvznVVsRHSHTmP47um7PzAGmCupHafQdFo9hnV6g85aMzFz5ds06Ol7cG/XAd5h9z8p+1t8NvTqTZv521dWp8v5oRBCudG2Qoh9AJ4notEA+gN4CcDnRPQNgG+EEMeLmmPfvn2Ij4+/bJm/vz+io6Nx7NgxTJgwAVu3bsXUqVMB5HexSExMxKpVq5Cbm4t69erhySefxKFDhzB37lz8999/0Gq1GDlyJH766ScMHToUVqsVDRs2xIQJE5CVlYVHH30UiYmJICKcPXu2wFwLFizA6NGjcfr0afzxxx8FbjNjxgz06NEDRqMR/v7+2LhxIwBg7Nix6Nq1KyIjI/Hjjz9iwIAB+Pnnn4v6EpVbqWkpu9TOUJqV7utjrNwQAj8s33as0DPrZZ614d6xv4lK90/BsswUpdqr1VFjdE3ZVLtQXYnKFUMVA6qNqmYkHc0nolZq52HlHxE112r0f47oOt5UNaS22nFuSaA5BM/1nCQ9f8+nWLd+LfoM74TZC79TXO5iHTjiMsdPHsG23RuFoni/Ksx+Qgi7EGKWEOIOAF0BBALYTkT/ENGcG/w8fI1jFthCe63lAHD33XdDr9cjJCQElStXxqlTp7BixQps27YNLVq0QJMmTbBixQocOXIEQH6rdN++fQHkF98GgwHDhw/H/PnzYTIV/F5+3333ITExEQsXLsSbb75Z4DaTJk3C0qVLcfLkSQwbNgwvvvgiAKBz587Ytm0bFi9ejIULF6JHjx5ISkpCv379MGLECNhstgKPx9iluEBmJUIIkQOIKe/MWe+4me1PZ1vR441flLDBU7EyJ12p8XoN1Hi1hmyqWXEL40uZ65gRNTLKRDr6m4huOHsRY0VFRC20Gv3KYR1ft9Sv2lztOD4TFVoH/+v3jTyk/WjMmT9T9BneSfyzdikU5YYNurfs+1+n24UQk4QQ1qIeQwixVwjxLIAoAJ8BWHSDnwIncGjQoAG2bt162bKcnBycOHECtWoVPBKcXq+/+Pv5kQUghMBDDz2EnTt3YufOnUhKSsK4ceMAAAaDAbKcf8FPo9Fg8+bN6Nu3LxYuXIhu3bpd93m2a9cOhw8fRmZm5mXLMzIysGvXLrRqld9GcP/992P9+vWXbWOz2TBz5kyMHDkSo0ePxrfffov4+Hj89BP3TmM3xgUyKzEOl/eTOav2i+sN+ZaamYsuo39WIh6cinWODFHzzZqo/lJ12VitdI9lqgb/Jv6o+mhVP9LRGiJqpnYeVv4QUaxW1qzxMwRaakeUz+9hjavfhgkP/Cx3iB1AH37xlvLgs/cqO/ZuKbbzncpIw+r1y+Fyuyb74nhCCJsQ4nchxJwb/OwpaP+OHTvCZrNh1qxZAPJvohs1ahQefvhhmEwm+Pn5ITf3xsN0duzYEb/99htOnz4NAMjKysLx41f3/MjLy8O5c+fQo0cPTJ48GTt37rxqm0OHDl0ccWT79u1wuVyoVOnybj1BQUE4d+4cDhw4AABYvnw56tevf9k2H3zwAZ577jlotVrY7XYQESRJqsgtyIqiKBXinp2bdf71KPBbMRfIrMQIITJlib774JdNV13LTD59Dne9MluJemgaNnrPiJpja6HaC9VkQ1TZuBFILQGtAijq8Sh/0tFqImqpdh5WfhBRA5NO99+MBwfpqwbolY8XPi3yHIUaZ79MuatxP0wc/KtULaCx9PLEkeKZNx/xHj1x1X1Et+zHBd84JUmaIYTI8vnBi4CIsGDBAvz666+oU6cO6tatC4PBgHfeeQcA0KFDByQkJKBJkyaYO3fuNY8TGxuLiRMnokuXLmjcuDE6d+6MtLSr5zXKzc3FPffcg8aNG6N9+/aYNGnSVdvMmzcPDRs2RJMmTfDUU09h7ty5F7t79OjRA6mpqdBoNPj666/Rt29fxMXF4YcffsCHH3548RipqanYunUr7r33XgDAqFGj0Lp1a8ycORODBg26pdesDNubkZERwEVyPkVRKCMjIwDA3oLWU2kbF5KVb0RU1ajXHDwx+ylDJX8jjp86iyEfLlHWJaRIfnF+3rA+YbI+Un/jA7HL5OzIwYkvTuQJl+gihNigdh5Wtp0vjtdNHzwo4MFWLUlRFLR6/2Pv8Wyn9GLvKeRnvOYITOWC3ZWHWaveFwdSt1OH27p4nxz6ohwSHHrLxz2bk40+wzs6nC5nLSFEqg+iFklsbOwhnknv/8XGxh5OSEgo253rb8K2bdsqazSaGQAaghtIgfyW470ej2d4fHz86StXcoHMSpy/Sf/jAx3q378nOVPamJQq+Tf191buU1nWh3NhfCtyd+cieWqyVbhEdyHEWrXzsLKJiJqYdLpVF4rjC8sVRUH7jz9VEk7l0Kjen1FZHMmisDJz0vD9yonetOxj8v29higP9h0hmY1FGogHADD9x089v/3x02yrLe8hH8YsNC6QL1dRCmRWOFwgsxJHRHUkHSVZGvkpYfeHyfrKXBj7Sl5CHo5/etwqnKKfEOIvtfOwsoWIepp0up+/f2iosX98swIvw3aaNEXZdjKTRvX+jIIslUs6oiqOpO/FT2s+9OY5z8pPDnle9OzcjzSawk1uZ7Xl4d5H7nTYHfaGQojDxRT1pnCBfDkukFlBuImdlTghxEFINM8QZRBcHPuWJdaCGi/VMEtGaT5p6Gm187CygYjIoNW+FGQy/bzyhedM1yqOAeCfF56Vbq8ZKT6cP1Jk5lzdx7Q8qhneEG8OmCn3b/0svv5pmuj/eFexZuOKQk1dveCvuV5Jkv9WuzhmjN0cLpCZKhSH8r/MPzM9XuuNpx1lhWOqY0Lt8bWN2kDt+7JB/oKIKtyEKuzmEZHWotd/GxUUNG7H66NNrWrUuOE+S556QupSv4b4aMFTyDiXUgIpS4fmdTrirQfmSi1qdKeJn74uHnmxv7I36cZzLTidDvw4b4bLassbUwIxGWM+wF0smGpko/xzpc6V+ob1DeMZHYuB1+rF8cnHbf/X3n2HR1F2bQC/n9mSTbKEmiAt9BZaqIKA0hVUutIEBQVBEAuK0kQgdERBAXkVJS8vRUBFQYoUQarUgBBaQkIIoUPK1tmdOd8fAT6QgBA2mc3u+V3XXsDO7Oy9S2DOPvvMeRznHHtUh9qBiCxaZ2LeRQhRIJ/JtKZe6fDaqwa+GRQS+GjtFF/5biH9fPi4eL/DbDxRMDyHUnont1vGsh2zKCZxm6hTo4Hyzusf6UoWK53lvot+/FZZ9OM3Gy3WjLa5HDNL4eHhW8xms3/9hT2AxWJJSkpKaqF1DuZduEBmmhFClBNGcazyzMomvZlr5JxAbsL578870g+kn1MdagsiStY6E/MOQohy5oCALb2fbPDE7G4vB+h12fuiof+ixbR4X4x4t/0XKFG4nIdTej+LPRUL/5ikJlw6KrVt3kHp32uorkDI/3f5SLekofMbrex2h60OEZ3QMCpj7BHwFAumGSI6IySx8uraqy6ts/gqoRco8UYJU+iLoWWFUfwthGildSamPSFE4yCj8eCkjh1Kzu3ZI9vFMQB807uXeKNxffr8l3dw7sopD6bMG8yBBTCk3TTpg45zsf/AAXQd0BrRK+arTmfmoqH/XfmNLIT4kYtjxvIWHkFmmhJClBJGcaLipIpBxiJGreP4NEusBefmnLOpLvVLkmk0Ebm1zsRylxBCGHS6twP0+ikrBrwR+Fy1ah479kc//YxZf+zA289PR5miVf/9AT4q9tw+LN/5hSIrdl3fboPo60VfOJyyoyIR+c9kbcZ8ABfITHOSURpvrm4eVvqd0kFaZ/F17jQ3kuYk2RxJjhM35yXzlAs/IYQIzWcy/RBesGCDnwe+GVyxqOdbtH26eg2mbNiCt9pNQfliNTx+/LxkR+warDnwLbkV1zK7w+63S7cxllfxFAumOXLRFEusxWo9YdU6is/T59ej7Mdlg4q0K1JTGMUxIcTzWmdiOU8I0SbIaDz1ZtMmjQ+OGpEjxTEAfPriCxj7QhvMWfsxTp4/lCPPkVeUCasCp1O2OJyOt7TOwhh7dFwgM80RkY2cNPj89+etpPI3GjlNSAJh7cP0ZYaVCdGZdctvtoLL/vJgzGsJIYLzmUxfFw4O/nn1W4MKTO/S2WjU5+wFsSOeew5TOz6P+etHIfbcvhx9Lm9FRPhhxyyrorpHEFGq1nkYY4+OC2TmLVa6093Hb2y7oWodxF8EVw5GxSkVg8y1zK9KAVKcEKKZ1pmY5wghmgYbjafbVa/W59T4T4NaVKmca8/9bquWmP1yJ3z7+1j8fXZ3rj2vtzh6djdSridcU0mZr3UWxlj28Bxk5jWEEJGSSdpV+bPKgbpgXtsiN6XHpCN5XrKs1+m3yDa5B4965V1CiKBgo3G6Qa/ru7BPn8AOkbU0yxK9ezcGLF6O3s0+otrln7nv6ny+RFHcGLv0FWuq9cpLRLRO6zyMsezhEWTmNYgoBsDySz9dcmqdxd/o8+uhEzpjjRZVWxgDDQlCiG5CCL8oaHyFyNQj2GhMfLZaxGtx48dpWhwDwKuNGiH61V5YtHWq2Hd6s1+Mxmw9+rPikK0xANZrnYUxln08gsy8ihAiVBhEQvlPywebSpi0juMXVFVFwvAzyjMvNxIdP2wrnTl4Ft+/v8yacc3yt8PiHHTzgwvzYkKIp0JMpvnFC+Qv+3XPHsHPVKqkdaS7/HwoBt0XROOlxm9ToyptffaD1/WMS4ha3tcuu52RROR/TaEZ8yFcIDOvI/TivaDyQRPKjigbzIOYOe/C0gugvxUat2W4MARkXsCluBRsX/qXumrGeidUWu2wOodxSzjvI4QoH2IyzTbqdc0+69o18JUG9YUkeecXg+uOHkWnr79Dx0ZvUtOI9j73D5uIMHvNB9aES8emuNxylNZ5GGOPhwtk5nWEEAbJJMWVfLNkeEjtEK3j+DT5ioyETxLw7qL+KF+3zD3b7RkOrJ+7xbVl4U43gDkuh2sCEaXnelB2FyFEwWCjcRwB/T96to3+g9at9EFG719oZ8vJk2j31Xy8UK+f2rxmF++s5LNp3+nNtGz752ecLntVIuLVQRnL47hAZl5JCNFKl0/3S6VplYJ0gXzBXk45MypeqdO0Bl6Z3PWBb/KNC6n4aepa++ENx1xul/KJqqjfEJEtt3KyTEIIg06SBhl1uond6tXVT+7YwfRE/vxax3okO+Pi0WrWHGpT+xVqU7uHTxTJFnsaPl3W2+6Qrc2IaK/WeRhjj48LZOa1dIG6RSH1QrqWfKMkT0bOAVfWXYHl9wxEbfsYgfke7i1Ojk3BT1PXWk/vTVBJVT9zy8psIrqRw1H9nhDCrJOk1016/ag64eFBc3p0C65RooTWsbJtX2IinvnsS2pe8yVqV+/VPF8kf7dpgv3o2T3fOV32IVpnYYx5BhfIzGsJIUJEgIgLHxIemq9GPq3j+BR3hhtnPjpDb8zuKWq2jHjkx1+Iu4S1X222x2w4SkKI72S7ayrPUfY8IUTRQIPhPQCDW1apIsa0axvcoGwZrWN5xJHkZDSa9gU9VfVFtcOT/XV59XqD4+f245vfx16W3Y7yRGTROg9jzDO4QGZeTQjRUmfW/VppaqUg7o3sOQlRCUqFsqUx6D+vPdabej0lFRv/s82544e9pNNLqxwW5wwAB4n/Y3ksQoj6QUKMkIXo8FqjRvJHz7Y2VQjLmeWhtXT8wgXUnzKT6ldso3Z5anCeK5KdLjs+XdrblmG/0YWIuK0bYz4kz3+1xXwbEW0mFy1NWZRi1zqLr0jdlQr3Bbeu16QHzzt+GIWKF0C3TzsETNk9ytR6wDMv5Sts3haYz3RaSGKIEKKgJ/L6CyFEoBDitRCd7nhhne6P/oUKtzfp9VL/Jo19sjgGgKrFiuHw6OFif9xGadmfnysq5a2FNFfvXeB0uZ3ruDhmzPfwCDLzekIIsxQgnS45sOQT3NXi8aiyivhhcdTtkw54qmt9jw/XqaqKk7visW3RLuvRbSd1eqN+vSPDMRvANqI8Vv3kAiGEDkAjkxDdCHitpimQ+hYqlK9pcDB0QmDw+WTKX76c+vOggT799UnS9euoMWGqWqVkQ3ql+XCdJLx/7Obs5RP44tf3M1yKszwRXdE6D2PMs7hAZnmCEOJpKUhaX2lapUC9Wa91nDzr7MyzapihED5Y8ZaU019nW25YsXfVIdqycIcl46rFoaq0xOVwLQOw15+LZSFEIIDWwZLU3U30QlG9Hu1CQoI6huTXhf+jVdsFWcbz55JwesI4lCzo2wPyKampqDZ+ilquWB16rcVInSR572cCl1vGpBVvWK+mpwxSSV2kdR7GmOdxgczyDJ1JN9dc3fxa+NvhgVpnyYsyjmXgwlcp+GTDMBQpVSjXnpeIcP74BRxYe8T9188HHZYbNlkI/Oy0ySsB/EFEPr+0uBCiCIAXQiSpl4OoaeWAAOfzISH5WprNooThwf2Lu5xLUp5v/JSY3qWz9w+rPqarFguqfDpRLVGkOr3e6hOdTuedH4aX7/jS+dep37c4Xbbneb49Y76JC2SWZwghgqQA6WSJN0qUzF8/b/V+1Zqqqjgz7IzabmALtBnQTNNC60LcJRzeGKvuXx1juRh/2WgMMv5lS7OvAeFPAId8ZZEFIUQ5CeholqTeDqKIhkFBcrt8IeanzWYU0D386OhuqxXvXLmMS9OnIi8sBvK4Um02VBobpYYWqIQBz46X9DqD1pHucizpLyzYOP6a7HZUIqLrWudhjOUMLpBZniKEaCQFSpsrTa0UqA/xztElb3Tum3MUeCmAxqx7T9Lpveer64xrFpzacwYnd8U5Y3ecct64kBZgCg44bM9w/KYq6lYAB4jIqnXOfyOECAFQTwBPhkhSc5mork6IwJZmM57LFxLYMCgIAY+xBHSrpLPKmI4dpIHPPJ232jxkU7rNjirjJqr5gsMxqO1kyaD3jg8G6bbrmPDDa3a7bG1LRNu0zsMYyzlcILM8RwqQPgssGziw7Edlg4TkF/XCY7GftSNpchI++nEwSkYU1zrOA1lTbYjfn4iTe+Jdx7adtF9JvBpkMBmu6fS6WIfFsUdxq4cBHAVwSouR5psX1ZUHUE0CauSTpIYKUNNJFFbOaLTVDwwKjAwMNNYwmVDSYICn5nkvvH4NS90uSpwYJaTHKLTzEpsso/LYKCUg4AkxuN1UyWjQdr0glVTMXj3MevbKya9kl+NjTcMwxnIcF8gszxFC6CWTtLtw68K1inYp6l3fv3qh+OHxSpOODUSXEc/nucpKcSu4cvYazp+8iJSTF9WzR5KtycdTkH7VEmgMNFzTGXQXQUiW7XKcy+k+C+D8zds1ABkALAAsRKRkdXyRWcEGAygCoPA/bkWChChuEKKYECJUISpqV9US+XU6Z8WAALW6yRRcKSBAV9EYgPIBAdDn4EWPqqqiybkkWtr/dfFctWo59jzexiHLqDp+kkJSITH0hRlSgEG7yw82xixzbzi4ONbhstUlIrdmQRhjuYILZJYnCSGeEEZxLPyt8EL5InmVvfu5uPwi3AddNGHrcGEI8J3PErLDhRspqUi9lIbUi+lIvZSO6yk35KvnrjtupKSSNc0uuewundMu63VuVe8iEgJQJUCRhFAEoAiAZKIgHaAGSzo5RCcpBXQ6KqzTS0X0OkNhvT6goE4n8ks6FNTrUFinR2mjEcEajeCOuZCCS6GhyvYPh3nPHJlcILvdqD5+smJXgsU77WdKgcbgXM8Qf/EovvpteIbL7awB4GUANwAs4Av0GPNdXCCzPEsI0VgySRsrjK8QaAzzjjmK3kS+KiNxTALe/v51VHyynNZxNGFLt+GDWp/icKXKcBPBDYKbADcRVAD5JAmmPDJlId3tRvOks9g/4mNEFC+mdZxc5Xa7UWviVOWGwyDe6/CFFBSQex+KM+ypiPqhr93qTH+ZiNYIIaoAWIHMqT5vElF6roVhjOUaLpBZniYZpHcNRQxRFcZXCJaMeaPQyS1nxsQrtZ6MwKvTu/nViOOdrpy7honPTMPBSpW1juIRryWfU6vUqE7Rr73qd3+nqqqi7uTpSkq6Ir3fYbYwB+Z8J5vMeccf2JKunJzvdNnfv3X/zV7WnwNoBaA7Ee3P8TAeFB4evsVsNodrnSO7LBZLUlJSUgutczDfxm0AWJ5GbprlTnU/c/7788+VHFDSlNOLX+QVVzdeBdKhe3lMe62jaMp6wwaDD/1MjCwSKnU/cBAzu3ZBYbNZ6zi5SpIkHBjxoe6paTOVGT8Plt7vOFuEBOVsP+8NBxe7z109fUJ2O4bfeT8R2QEMFEK8BGCtEGISgFl5ZcqF2WwOj42NLa91juyKiIjQOgLzAzzkxvI0IiLVofbOOJhx8ca2G367Otud3FY3rq+6Tn2mvYTAEP9eU8WWZodRiDxRtDyMSiYTiuv1yrxtf/rlz7okSdg1/H1dxBP51Ok/v0Wp1pxb4fnvs7vxe8xSi9Nla3+/i/KIaAWAhgB6AvhFCFE4xwIxxnIVF8gszyMii+pUn7uw5ILdnmDXOo7mkmedUyrVL6tGtqmudRTN2TMcj9V/2BsNLlBQN3PzZkl2+2cjBUmSsG3Yu7r6pUJp+k+D6XrGJY8/R/K1eHy/KcrmcjvbEtH5B+1LRGcANAFwCsAhIURTjwfKQc2aNcOGDRvuuu+LL77AW2+9hTlz5iAyMvL2rXr16hBC4Pjx41keKz09HSVKlMCQIUOy3P7111+jRo0aiIyMRJMmTRAbGwsAOHnyJOrWrYtatWph9+7dADLnnbdq1Qo2m82Dr5axh+dbZw7mt4joJMnUJ/HzRJvb4p+FAwCk7k2F67xL13vay343RzUr9nQ7AnxoBBkA2oaEQE9QVh48pHUUTW14Z4j0TIWSNP3nt+hqeorHjptmvYav1nxoc7md/Yhoz8M8hohkIvoAwCAAK4QQo2/2zPZ6PXr0wLJly+66b9myZejRowcGDx6MmJiY27f27dujV69eqFq1apbHGjNmDJ555pn7PlfPnj3x999/IyYmBsOHD8f772dO654/fz6mTJmClStXYsaMGQCAefPmoXfv3ggKCvLQK2Xs0XCBzHwGEf2kOtVvkmYn2cjtUzXRQ1FdKq7874r60ugXKX8ot74DAHuGEyZJ8rkfhk6BgboJv61V88iU1xzzy1tvSm0jymP6z4NxKfXcYx9Pdjnw1W/DrU6XfYZK6g+P+ngi+g1AXWRevPe7EMLr24107doVa9asgdPpBAAkJiYiJSUFTZo0uWu/P//8E8uXL8fcuXOzPM6BAwdw6dIltGnT5r7PFRIScvv3Vqv19kI6BoMBdrsdNpsNBoMBqampWL16Nfr06fO4L4+xbOMCmfkUctIHjiTHvvPfn3f4W/GQPDdZLVYuDI27NfCdq9Iek8PiQKAPXaR3y+DCRXD+xg2xK/6M1lE090P/10XX2tXos1VDcOFGYraPo5KK7zZNsF23XFrnUuRPs3ucm1MyWgLYDuCgEOLZbIfKBYULF0aDBg2wfv16AJmjx926dbtrFcjU1FT07dsX0dHRdxW5t6iqimHDhmH69On/+nxz5sxB+fLlMXz4cMyePRsAMHjwYMycORMDBw7EyJEjMX78eIwaNcpjK1Eylh3cxYL5FCJyCyFeTD+Qvs9Y1FgurH2Y76yO8QDWE1bYj9ulfusG8knlDg6LE4E+OIJskCQ0CgjApPXrld+GDM4TX+XnpIWv9hYm/VKauWqoeKf95yhZ+NEbNPz617fy6QuHTzpd9lcetxvFzZUbPxVCbAXwPyHEagBaf5rZS0Tbstpwa5pFhw4dsGzZMnz33Xd3bR80aBBeeeUVNG7cOMsDz507F+3atUOpUqX+NcTgwYMxePBgLFmyBFFRUYiOjkZ4eDi2bt0KAIiLi0NKSgqqVKmC3r17Q5ZlTJgwAZUqVXrEl8vY4+ECmfkcIsoQQrS48tuVGGMRY5ECTxXw6YpRVVVc+M8F5fm3W4qwMkX4W6E7OG1OBAnffEtGhoWJ506c1J29dg2lC3PzhK979RAmo56++OVd8faLM1A69OF7X+8+sV7989gv12W341kicnoqExFtFULUBjAUQJinjptN9w793tSxY0e8//77OHjwIOx2O+rUqXN7W3R0NBITE7Fo0aL7Hnj37t3Yvn075s6dC4vFAlmWYTabMWXKlPs+pnv37hg0aNA9948aNQpRUVGYPXs2evXqhTJlymDcuHFYvHjxw75OxjyCC2Tmk4goRQjR/PzC83v0BfVmc1Xf7Rl7IfoCheQ3S60HPOPTHwSyw2mTUViSfPJ9CdMbUNFoVGZu2oxZ3fiiTAD44qWXRJDeiJmrh2Fwu6ko90S1f33M6ZTDWL5zts3ldrYgIo/3jbt5zDGePq4nmc1mNGvWDP369UOPHj1u33/mzBmMGjUKf/75J/T6+5cLdxavCxcuxP79+7Msjk+fPo2KFSsCAH777bfbv79l27ZtKFGiBCpWrAibzQZJkqDT6biTBdMEF8jMZxHRMSFE+6RZSWvKjiwbFBjuez2BHckOWP6yiA9XDIJOzzXSPzltMoJ8sz4GAAwvXFj35s5diOrQHvlMJq3jeIVJnTrAZDRg0m/DMajtZFQoXvO++15OS8b89aPtLrezExFl3bvMT/To0QOdO3e+q6PF1KlTYbVa0blz57v2/fLLL9G06cN1s/vkk09Qr149tG/fHl999RU2bdoEg8GAggULIjo6+vZ+RISoqCgsX74cADBgwAD06tULbrcb8+bN88ArZOzR8FLTzCcJIQoC+BbAhxCoqwvSLSw/tnyQMcyodTSPiv8oXnnq+bp4aUx7ro6z8MUr/0GT49fp/dAwn62S2ySdVT5s/4I0tHlzn32N2TH9940Y/etavPlsFCqXrHPP9lTrVUz/6S2bxZE2zK24vtYgomYiIiLi8vhKevGxsbEVtM7BfJtvTs5jfk0IUQqZV5AnAUgklVYoDmX4mUlnbO403+mRfOmnSzCQXurwwXNcHN+HyyZTkI9Osbilb74Q3ZR1G6Cqfrm43n192KY1ZnRpj/kbRuNY0l93bcuwp2LmL0NtNmfGZH8rjhljD4cLZOZThBDVAewE8D0RvUdEKgCQm+YoNmXmmclnrIpN0TakB8g3ZKRtTEW/z3sIY6BvjYp7ktsmqyYfvUjvlm7588Mpy/Tb0aNaR/E6bzdvjq+6d8GCjeNwJHEnAMDmtOCLX9+1Wuypc2S3M0rjiIwxL8VzkB9CeHj4FrPZHK51Dk+xWCxJSUlJLbTO4WlCiKcBrADwHhEt+ed2kukT9w33E4nTE3uU+ahMsM6Udwdek79IViLbVEOVpyrk3ReRCxSHi0ySb/83J0kS2phMUtTadeqLNWv69qeBbOjfpAlMegPe+N9EvNx4KG099rPthuXKItnt/EjrbIwx7+XbZw4PMZvN4Xl5vtY/RUREaB3B44QQXQHMBdCDiDZntQ8RkRBioDPFGZQwJaFD2Y/KBusC8159ee2Pa6Abqq7buI5aR/F6ilOBSfj+CPuw0DA8k5ggHU5ORq2SJbWO43V6N3wSQgB9o78QkqTbKLsdgx+31zFjzLdxgczyPCHE2wA+BtCGiGIetC8RKUKI3vIFeUHCpISXyo4oG6wLyjtFstvmxvWV16jPtJdFcP4greN4PVV2w2Ty6SnIAIBgSUKk0ahO3fA7LXm9X975gc4lDpcL3+zYaTPpxXqL7Hj51tQrf2WxWJLy8kCJxWJJ0joD831cIGeT2WzG0aNHUbVqVVSuXBmyLOPpp5/G3LlzkZSUhLJly2L06NGYMGECAODq1asoVqwY3nzzTXz11Vd3HSstLQ2vvPIKkpKS4Ha78cEHH6Bv3773PCcRYfTo0VixYgV0Oh0GDRqEoUOH4scff8Qnn3yCQoUKYdWqVShcuDDi4+MxatSou1r2+BohhARgMoAOABoTUeLDPI6IVCFEP/myLJ+ZeKZXuZHlgnXBeaOmSJ6drJarU5rqtK2RNwJrTHUrItDH5yDfMio0TOpyKAaX0zMQFpJP6zhew+lyoe2Xc2wHk85ttMhyt5ur3Pk1X5xix5in+ceZIweVL18eMTExOHLkCGJjY7Fq1SoAQLly5bBmzZrb+61YsQLVqmXdtH7OnDmIiIjA4cOHsXXrVgwbNgyyLN+z38KFC3Hu3DmcOHECx48fR/fu3QEAn332Gfbs2YM+ffpgyZLMqbd3Fue+SAhhBBAN4GkATR62OL6FiEh1qgPlK/L38RPire4M7+9ukXYgDXKSLPWZ9rKOl5N+OIpbRYCfvFdlAwJQymBUvty61a9HR+9kl2W0+2qu7UDS2T8sTmdXIvL+f+iMMa/ABbKH6PV6PPXUU4iLiwMABAYGomrVqti/fz8A4IcffsDLL7+c5WOFEMjIyAARwWKxoFChQlmuWjRv3jx88sknkKTMv7awsMyVSyVJgtPphM1mg8FgwPbt21GsWLF7VinyFUKIfADWAMgPoCURXc3OcYiISKahruuu+WcmnLG607333Km6VVyOvqx2GfE8FXwiv9Zx8gxVUUWg5D//zb1TsKBu9pY/JKfLpXUUzaXb7Wg283PrvsTE9RkOZycujhljj8J/zhw5zGazYfPmzahRo8bt+7p3745ly5YhOTkZOp0OxYsXz/KxQ4YMwfHjx1G8eHHUqFEDs2bNul0E3yk+Ph4//PAD6tWrh7Zt2+L06dMAgLFjx+LZZ5/Fpk2b0KNHD0RFRWHMGK9e2TTbhBBPANgGIBFAZyJ6rDVIbxbJH7hSXbPjx8fbXKneWVgkf51MRcOLoGnPJ/1jONRDVJWEyU9GkAGgRb58CBRCWbb/gNZRNHXVYkGjaTOssRcu/pDhdL5ERN75D5sx5rV4DvJjio+PR2RkJIQQ6NChA9q2bYvExEQAwHPPPYcxY8agaNGi6Nat232PsWHDBkRGRmLLli2Ij49H69at0bRpU4SEhNy1n9PphMlkwv79+/HTTz+hX79+2L59O1q3bo3WrVsDAKKjo9GuXTucPHkSM2bMQMGCBTFr1iwEBd17QZcQohaAe5eY8l46ACMBLAQwwVNXod88zkjJKMlnxp/5sNyYckGGggZPHNojrKetsB+1i/fXDBBZfXBi96eoKgL87D17OShYN2HtWurT8Enhj1Nxkm/cQNMZn9kuZ1jm2WR5OHerYIxlBxfIj+nWHOSsGI1G1K1bF5999hmOHTuG1atXZ7nf999/j48//hhCCFSoUAFly5bFiRMn0KBBg7v2K1myJLp06QIA6NSp0z0X8tlsNkRHR2PDhg1o06YNfvnlFyxZsgSLFy9G//79s3rqSsicw5uXjCGixTlxYFVWP5UMkjN+XPzocqPLBRmLaN8eTFVVXPz6gvLswGbiifJh/lXpeYBKJAL9rEjsX6gQopPOYtup02hWuZLWcXJV3OXLaDL9M1uq3R7lcLkma52HMZZ3cYGcw4YNG4ZnnnkGhQsXvu8+4eHh2Lx5M5o2bYpLly7h5MmTKFeu3D37dezYEVu2bEG/fv2wbds2VKp098lv2rRpeOedd2AwGGC32yGEgCRJsNmynoVARCuQubAGu0l1qZMlg+SIHxs/scwHZQIDywZqmufi/y5ScHCQ1PatFv5V5XmIQoDJz0aQ9ZKEJkYjJq5brzSrXMlvup0cSU5Gs5lf2C1O5zDZ7ebloxljj8W/zhwe4na7ERAQ8FD7VqtWDa+++uoD9xkzZgx27dqFGjVqoGXLlpg6dSqKFCkCAGjXrh1SUlIAAB9//DF+/PFH1KhRAyNGjMC33357+xgpKSnYv38/OnToACCzMG/YsCGio6PRs2fP7LxMv6W61M8Vq9LzzOQztrT9aZrlcFxwIGNXhnh9Vk+hM/hNneNRbiL40xzkW0aGFRU74+N1cZcvax0lV/xx8uStkeO+XBwzxjxB8PSsfxcRERF350p6hw8fRv/+/bF3714tY2VbREREfGxsbAWtc3g7IURdYRS/h7UPCynyfBF9bs/nPDMiXmnQKhLdx3fi6jgb3LIbQyqPxLFKleGPc3F7nktSn6xbh77u1dOnf34W7NylDv3hB6tNdnUgoj+0zsMY8w08gvyIvv7669udIphvI6IDJFOtK6uvJJz/9ryD3Ln3YfLyL5ehc+mkTh8/79PFTU6yptlgAPyyOAaAEUVCpf/u+UuXZrdrHSVHqKqKYSt/lN/5YflFm+yqz8UxY8yTuEB+RAMHDkRsbCzatGmjdRSWC4goWXWqddIPpO9KmJpgU6w5vwiXK9WF1A030Pez7iIgSPsLBfMq6w07DH42//hONQIDEarXK99s3+FzXxNanU68OHee/ZsdO/+2ynJNIjqpdSbGmG/x37MHYw+JiCyqQ23jSHL8N+6TOJt8+d5VDj0pedY5pUbzqkrE0/7VgcDTbOl2GP109PiWASH5ddN+3yjciu+srpySmooGU6Zat5+O+zXD4WhMRNe0zsQY8z1cIDP2EIhIURzKIHea++O4sXF22+nHWp/kvq7/eR3qVVXXYwLPO35ctjQbjEL43Ojpo+hcoABUt1v99cgRraN4xKGkc6gVNcl25uq1qRlOZw8icmqdiTHmm7jN20OwWCxJERERWsfwGIvFkqR1hrxKdalfCiHiEqYnrCj+avGggo0LemyIUnEouLb8Kr0yqaswFwz21GH9li3dgQBJEAC/HkZ+3hQoTfhtndq5du08PSDy7Y6d9M7yFXaHy/Wqoqortc7DGPNtXCA/hKSkpBZaZ2Deg4jWCSEaXfjvhd+sx6yhxV8tbpICHr/2SJ59Ti1doxTqvVDLrws6T3FYHDCJPF0TesS7oaFoejZR2n/2LOqVLq11nEdml2UM+N8Sx6rDhy/ZZLktER3XOhNjzPfx2YOxbCCiv1WnGpF+MH3N6VGnrY7zjsc6XnpMOpwJsvTa9Jclf+264Gn2dAdMfj7FAshcKKWewUhT1m/IcxOR4y5fRmTUJOsvR46stzid1bk4ZozlFi6QGcummxfvvey67no7fly87fq262p2+oqrbhWXv7+kdhz+HBUqUTAHkvonh9WBQEny+wIZAEaGhYnf/j6qS0lN1TrKQ1sVE4PaEyfbE65dG5HhcHQmIovWmRhj/oMLZMYeAxERKfQ9yVT/4pKLZ8/NOWdX7I82UHf+m/NUuFghNOvzFA8de5DT6kSQH7d5u1MpoxFlDEZl9pY/VK2z/Bu3ouD9FSvlXt8tvGpxOpvLbveXxCtaMcZyGZ89GPMAIopVnWp1y1HLytMjT9vsZx9ucQbbGRtsh23i9dk9JYmLOY9yWGUE8nSV294vXEg3d9ufkl3O2TaFjyPu8mXUnTTF+u3OXXtsslyFiP7SOhNjzD/xGZkxDyEim2JX+rhT3W+cmXjGem3TtQdOuVBVFRfmpiit3nhaLV6xaC4m9Q9Oq4xgSeIK+aYmwWaYJUlZ9NdfXjcaS0RYsHMXRUZNsp24eHFMhsPRnPsbM8a0xAUyYx5GKi0lmWpfWnkpLumLJJvb4s5yv0vLLiEwIFBqN6Ql/zvMAbKDC+R/6hls1k1ctwHeNGPhSkYGXpw7z/be8hVnrLL8pNPt/pyIvH4qCGPMt/GJmbEcQESnVYda03rCGn1q+Cl7+oH0u7Y7LzmRvj0db8zuKQwB3G0xJ8h2GUGC563cqW/BgkizWrHp+AmtowAAfok5jIqffGrfevLUggynsxoRHdU6E2OMAVwgM5ZjiMipOJS3VJvaJvk/yclnZ521udMzR5PPz0pWGnaso5Srk/f60uYVbqusBnJ9fBdJktA8IEBErV2nacu3VJsNPRd8Z+/13fcX0+z2NhancyiAyUKIIVrmYoyxW3joirEcRkQ7hBCVLLGWyac+OjXAXNMcKDkkXZeRz2sdzacpdheZeIbFPT4ODUPzs2d1Jy5eRJUnnsjV5yYirDhwEAOXLLW5FGWZVZbfuaN92xwAe4QQW4goNleDMcbYP/DwCmO5gIjsqkN9V7Wrzex/2y8XeCK/bE19uE4XLHsUh4t4Jb17hej1qGYwqtN/35iro8gJV6+i5eezrK8v+l/iDZutTYbD8fqdvY2JKB7ACAD/E0IYczMbY4z9E589GMtFRLTXZXOVuhR/eeK4NjPsv/9nm6K489wCZ3mCIivgEeSsjQwNlZbs26+7brXm+HO5FAVT1m9Qqo+Psu86c2ayxemsTEQ777P7AgDJAMbmeDDGGHsALpAZy2VEJMsO13jZ7qq59stNe8c/O9OaePic1rF8jupSwCPIWatiMqGYXq98/ef2HO0WsedMAqp+Ot46ef2G3TZZruFwuSYS0X0bMd9cEKQ/gH5CiMY5mY0xxh5EeFO7H8b8jRBCCIGehgDDnDrtagR0HN7WVKBofq1j+YTRNT5RJhUoomsSbNY6ildak5aGKRlpuDhtKgw6nUePfSk9HSNW/eL4Yf8Bh02WBwH44VFWwxNCdATwGYBIIsrwaDiG8PDwLWazOVzrHNllsViSkpKSWmidg/k2vkiPMQ3dLBoWCyF+O7ju77EH1v79ZqvXm+qfHdjMYDKbtI6Xp6mKKngE+f5eyJ8f01JvqD8ePCR1r1/PI8e0yzJmbtrsnrx+gwvA9zZZHk1ENx71OES0SgjxIjKL5AEeCcduM5vN4bGxseW1zpFdERERWkdgfoDPHox5ASJKddrk91wOV9U/onf+OuKpSfY/F+8hnp+cfYqi8hzkf9ExMEiKWrvusadZqKqKJXv3ofTI0bZpv2/cZJXlmhanc3B2iuM7vAeg1c1CmTHGchUXyIx5ESI6a89wdLVnOJr+NHXtvjHNplmPbIr1qpXP8gpVJR5B/hdDihTB2WvXxJ4zCdk+xo64ONSMmmgZtGTp8SsWy3NpdntbIop73GxElA7gVQD/EUKEPe7xGGPsUfDZgzEvREQHHBmOhtfP3+i24N2lZ6d2+oov5HtECpEI5BHkBzJKEp40GjFx3fpH/qoiNuUCXvhqru252V9dPZZyYWC6w1GdiLZ7Mt/N40Ujs0jmv8wcotPpEBkZiVq1aqFOnTrYtWvXXds///xzmEwmpKWl3fcYSUlJaNOmDapWrYqIiAgkJibes8/MmTMRERGBmjVromXLljh79iwA4OTJk6hbty5q1aqF3bt3AwDcbjdatWoFm83muRfK2CPgApkxL0WZfnNanRXO/p38/szuX6d+PfC/titJ17SOlicoKiGAR5D/1aiwMLHp+HFd0vXrD7X/sZQUdJo331Zv8pSMjcePT7TKcjgRLSainOqIMRZAGQB9c+j4fi8wMBAxMTE4fPgwJk+ejBEjRty1fenSpahfvz5+/vnn+x6jT58++PDDD3H8+HHs3bsXYWH3DvrXrl0b+/fvx5EjR9C1a1cMHz4cADB//nxMmTIFK1euxIwZMwAA8+bNQ+/evREUFOTBV8rYw+OzB2NejojcqqL+R3a4Sh3bemLm+Daf2ea/tciWfPyC1tG8mkIEHkH+d08YjChvMCpfbN7ywFHko+dT0HHe17b6k6dmrD16dKLd5SrudLsnEVGOrnhDRE4ArwCYKoQom5PPxYD09HQULFjw9p/j4+NhsVgQFRWFpUuXZvmY2NhYuN1utG7dGgBgNpuzLGybN29++/6GDRsiOTkZAGAwGGC322Gz2WAwGJCamorVq1ejT58+nn55jD007mLBWB5xc9WxMUKIGUc2xr51bOuJ4WVqhetffLe1uUKDsuBvoP+fqqpQAB5BfkjDCxfWvbV9B8a/+ALMpru7p/x9/jxG/fKrddPxE6pbVSe6FGXOnSvg5QYiOiqEmALgv0KIngB4Uv6ju3a/DzN2ux2RkZFwOBy4cOECtmzZcnvb0qVL0aNHDzRt2hQnT57E5cuX7xkdPnXqFAoUKIDOnTsjISEBrVq1wpQpU6B7QPvABQsWoG3btgCAwYMHo0+fPnA6nZg/fz7Gjx+PUaNG8f9pTFNcIDOWxxBRGoDJQojPT/0V3+erfufGhZYubH7h3Tbmmq2qQpK4KHRYZQgAej7BPpT6wcEooNMpC/f8JQ1p9owAMhf5mLB2nfWPkyeVOwrjnF967/4+B9AIwG4NM+Rl3wMYk9WGW1MsAGD37t3o06cPjh49CiEEli1bhp9//hmSJKFz585YsWIFBg8efNfj3W43tm/fjkOHDiE8PBzdunXDwoUL8frrr2cZ5H//+x/279+Pbdu2AQDCw8OxdetWAEBcXBxSUlJQpUoV9O7dG7IsY8KECahUqZJn3gXGHhIXyIzlUUTkQObFSwuSj1/ovHDYsqig/IHFX3yvjbn+i5HQG/33n7c11QoDF8eP5FVzPt2UdeupeP4QTPhtXUbclSt2u8s1SVHVbzUujAEAN+c4d9U6h69r1KgRrl69iitXruDixYs4ffr07akTsiyjXLly9xTIJUuWRO3atVGuXDkAQMeOHbFnz54sC+RNmzZh4sSJ2LZtGwICAu7ZPmrUKERFRWH27Nno1asXypQpg3HjxmHx4sU58GoZuz8eamIsjyMihYhWOCzOKtfPp3ZaPu7Xvz5uGGXbtGC7as9waB1PE/Y0O4xcID+0NEWBg1Q1zeEQfaMXnYpJTu5ncTqLuxVlljcUxyz3nDhxAoqioHDhwli6dCk+/fRTJCYmIjExESkpKTh//vzt7hO31K9fHzdu3MCVK1cAAFu2bMlyMY9Dhw7hzTffxK+//prlRXzbtm1DiRIlULFiRdhsNkiSBJ1Ox50smCb8d4iJMR9zc1W+TQA2CSHq/TZr47hfpq9rGflsdfWZ3k8Flq9b2m/m9FnT7DAIQQD84wVn02mnE9E3rjt+S0+HQYj1FlWdSkR7tM7FctetOcgAQESIjo6GTqfDsmXLsG7durv27dSpE5YtW4aPPvro9n06nQ4zZsxAy5YtQUSoW7cu+vfvDwD45JNPUK9ePbRv3x4ffvghLBYLXnrpJQCZUyt+/fXX288bFRWF5cuXAwAGDBiAXr16we12Y968eTn9FjB2D8ELEDDmu4QQRSW99KoxwDA0MMSUv1mfxkGNutSVQkLzaR0tRx1YewRr3v2BNpcrzwXyP2QoCjZkZGBp6o30BFkmFfhKJppDRNwWxU9ERETE5fGlpuNjY2MraJ2D+TYeQWbMhxHRJQDThBDTHVbnU+vmbH579ee/d6jyVAXlmT6Ngqs9XRmSzvdmWjkyHAjgEeTbFCL8ZbNheWqqbZvVojMKsS1DVecAWEdELq3zMcaYt+ECmTE/cHP6xU4AO4UQIUe3nugefyDxPUknhTft2dDYpHsDfZFShbSO6TH2DAdMkvD7r8cSZCd+SktzrUxNdalAslVV56jAEoeqXtU6G2OMeTMukBnzM0SUDuA/yOyAUXPL99sHbV7wZ++i5UKVhp3r5qvTtoYoVKLgvx3Gq9ktDgT6aQ/kiy4XtlgstDw1NSPJJROAhQ6ib4noqNbZGGMsr+A5yIwxCCGMAFqazAG9FZfSvkipQkrDLnXNddrWlEJLF9Y63iNbEbUa9qUHlW9Llbr/SgU+gohwWnZic4ZF+S0j3ZrscumMQmywqOoCAL8TkVvrjMy7hIeHbzGbzeFa58gui8WSlJSU1ELrHMy3cYHMGLuLEMIA4JmA4IBeqqJ2zlc4WNR9vpapVutqhnK1w/PEnOX/jVgJ05pY9+wSJX3yWzI3EQ7Z7diYkSGvz0h32VTVTsBKO9FyADt4XjFjjD0eLpAZY1kSQhQBkA4gUm/UdTIEGLqpqlqsRvOqaq021YIqNiiLAkXzax0zSwveWYJiW8+4pxQr7jMF8iWXC/vsNmy1WGxbLVZJJ3DerqpL3MCPAI4Q/2fOGGMe4zMnD8aYx/0CYDgR7QSwF8AIIUTp/WsOv3B8x+nOTrv8ZFBIIFV5qoKuSpOKgRUblEWRUoW8otey0y4jSEjaB3kMl1wu7LXbsMtqte+22ZRURRGBQuxOU9VfAKwmlc7+60EYY4xlC48gM8buIYQoBuAYgCeISL7PPhKACABPB+UPbOeW3Y31Rr2xUsPyFNG0YnCFBuVQrEKYJgXzF6/8B41jr9OwsLA8USQTES663dh/syDeZbUp6aoiTJkF8WoAWwEcvbncMmOMsRzGI8iMsay0R2aP3CyLYwC4WawdvXmbK4QQst1VPmbD0adP7op7llRqRqCQ8nXKuMrWCQ8uUbmYVLxSUYSWLgydPmevnXPZXRSs884RZCLCJbcbsU4Hjtod6gG73XLc6TC4iNwmIfbcURAfc6gqF8SMMaYBLpAZY1npCOC7R3nAzTmwcTdv3wGAEKJk7PZTjU/uia9tCg54UnEpES6nq1DhkoVspaoV14VXLxlUvHJRUaJyMRQslt9jo82KzakGCKFpBwsiQqqiIMnlQpzsRKzDIf/tcNjjnU6TCsgmIY7aVPVPF/AXgAMAzjlUlb/SY4wxL8BTLBhjdxFC5AdwDkAJIsrIgeObkTk1o7rBZKhtNBkauJyuyqRSYFjZIvbilZ/QFylZKLBgsfxSgaL5UeCJEBQomh/mwsGQpIfroBHVbKq7n12v714wZ/s5y6qK824XzskunHe5cNYlu+Kdsj3JJeOS220C4DYJkQLg73RV3QXgyM3bdQASETlyNCBjjLFs4RFkxtg/tQXwZ04UxwBARBZkXvS39877hRBFzp+4WO38iYuVhBAlTOaA8pJeKqsqVNztdIW6XUpQUEigPX9YPnfB4gVEkZKFAgqVKBBgLhiMgGAjAoIDYAoKQIA5AC6bSzihw3W3G0YhYBQChpuj025ktklzE0EB4Lr5ezcR3CC4CbCoClKVzNuNzJty1e12XlMU93W3m1IVRWSoqt6qqgGBknTVIESim+ikRVWPAThz85ZARDeyeg+EEG8BKANgeE68x4wxxh4PjyAzxu4ihPgBwEYi+lbrLHcSQgQAKAagxK2b3qgvbTDpi0qSVAACISDkI6JgsrsKw6VIKiApRHoV0KuADgAEoEqAKkEoQkCRAEUAbkkIRQBuAbglwCIgrqqgSzLRBQfRRQDXAFy9+eut26XsLMQhhGgDYCQRNfPMu8MYY8yTuEB+gLy+2tD98CpE7H5uFqGXAFQmokta5/Gkm1034A2dIIQQYQBOASjI/YsZY8z78BSLBzCbzeGxsbHltc7haREREVpHYN6rBTLbiflUcQx4R2F8CxFdFkJYkTnNIkHjOIwxxv7B+9eMZYzlpk4AftY6hJ84BKC21iEYY4zdiwvkR3Dx4kV0794d5cuXR0REBNq1a4dTp04hMTERQgh8+eWXt/cdMmQIFi5cCAB47bXXULZsWURGRqJOnTrYvXv3PcdOSkpC8+bNUbt2bdSsWRNr167NMkOzZs1QuXJlREZGIjIyEpcvXwYAfPnll6hevTratWsHWc5sXbtjxw68//77Hn4XmK8SmW3R2iNzBT2W8w4BiNQ6BGOMsXtxgfyQiAidOnVCs2bNEB8fj9jYWEyaNAmXLmV+Ex0WFoZZs2bdLk7/afr06YiJicGUKVPw5ptv3rM9KioKL7/8Mg4dOoRly5bhrbfeum+WxYsXIyYmBjExMQgLCwMAfPvttzhy5Ahq166NDRs2gIgwYcIEjBkzxgOvnvmJhgCuEFGc1kH8BI8gM8aYl+IC+SH98ccfMBgMGDhw4O37IiMj0bRpUwBAaGgoWrZsiejo6Ace5+mnn0Zc3L31hxAC6enpAIC0tDQUL178kTO6XC7YbDYYDAYsWrQI7dq1Q8Ec7gPLfEpH8PSK3BQDLpAZY8wr8UV6D+no0aOoW7fuA/f5+OOP0bZtW/Tr1++++6xevRo1atS45/5PP/0Ubdq0wZdffgmr1YpNmzbd9xh9+/aFTqdDly5dMHr0aAgh8MEHH6Bhw4aoVq0aGjdujI4dO2L9+vUP/wKZXxOZS9h1AvCy1ln8SAIAsxAilIiuaB2G+Q9f7NDE3ZmYp3GB7EFly5ZFgwYNsGTJknu2ffjhh4iKikJoaCgWLFhwz/alS5fitddew7Bhw7B792707t0bR48evWflsMWLF6NEiRLIyMhAly5dsGjRIvTp0we9e/dG7969AQDjxo3D0KFDsW7dOvz3v/9FqVKl8Nlnn91zLCFEKIBynnsHWB5WEoABmV/7s1xARCSEiEHmPOSN2qZh/sQXOzRxdybmaVwgP6Rq1aph5cqV/7rfyJEj0bVrVzz99NN33T99+nR07dr1vo9bsGDB7RHfRo0aweFw4OrVq7fnGN9SokQJAEC+fPnQs2dP7N27F3369Lm9PSUlBfv27cPYsWPRoEED7N69G6NGjcLmzZvRunXrfz5tDwC9/vVFMX8xhXvy5roYcIHMGGNehwvkh9SiRQuMHDkS33zzDfr37w8A2LdvH2w2G0qXLn17vypVqiAiIgJr1qxBgwYNHvr44eHh2Lx5M1577TUcP34cDocDoaGhd+3jdruRmpqKIkWKwOVyYc2aNWjVqtVd+4wZMwYTJkwAANjtdgghIEkSbDbbPc9JRLMBzH7okIwxTzsE4FmtQzD/dO3aNbRs2RJAZpcmnU53+7yzYcMGvPfee9izZw8KFiwIo9GI4cOHY9OmTdi5cydkWUZCQgIqV64MABg9evRdg0Dvvfce/vjjDwCAzWbD5cuXkZqaetfz22w2vPTSS4iPj4dOp8OLL76IKVOmAMjszDR//nyEh4dj1apVMBqN2LFjB3766SfMnDkzp98axjK7M/At61vVqlXj6A7nz5+nl156icqVK0cRERHUrl07OnXqFCUkJFC1atVu7xcTE0NCCPr++++JiOjVV1+lFStW0IMcO3aMnnrqKapZsybVqlWLNmzYcHtbrVq1iIjIYrFQnTp1qEaNGhQREUFDhw4lt9t9e7+DBw9Sv379bv/5888/p4iICHr22WfJ4XDcvv/m69L8/eUb3/z9BqAmgONa5+Cbf93+eW4jIho7dixNnz6diIhUVaWGDRvSvHnzbm9PTEyk2bNn3/7zP897DzJ79mzq27fvPfdbrVbasmULERE5nU5q0qQJrV27loiIatasSYqi0MiRI+nXX38lVVWpTZs2dP369Syfg89rfPP0jUeQH0Hx4sWxfPnyLLcdPXr09u9r1aoFVf3/Rbtu9UN+kIiICOzcuTPLbTExMQCA4OBgHDhw4L7HqF279l3zm9999128++67//rcjDHNHAdQWggRTERWrcMwBgBbtmyB0Wi8q2tT6dKl8fbbb2freEuXLsW4cePuuT8oKAjNmzcHABiNRtSpUwfJycm3t3NnJqYlbvPGGGMaISIXMovke1vbMKaRY8eOoU6dOh451tmzZ5GQkIAWLR7cYCI1NRWrV6++PeXjVmemK1euoHHjxoiOjn7g+gCMeRqPIDPGmLYOApgrhDivdRDm09YQ0fzsPHDw4MHYsWMHjEYj9u3b90iPXbZsGbp27QqdTnfffdxuN3r06IGhQ4eiXLnMxkrZ6czEmCdxgcwYY9oaC+DBTdYZe3wnHnbHatWq4ccff7z95zlz5uDq1auoV6/eIz/psmXLMGfOnAfuM2DAAFSsWDHLKYGP2JmJMY/hApkxxjRERCkAUrTOwdgtt7o2zZs3D4MGDQKALDsh/ZuTJ0/ixo0baNSo0X33GT16NNLS0vDtt99muf1ROjMx5klcID+AxWJJ8sXm4xaLJUnrDIwxxryTEAKrVq3Ce++9h2nTpiE0NBTBwcGYOnXqIx1n6dKl6N69OzIX6vx/kZGRiImJQXJyMiZOnIgqVarcnvM8ZMgQvPHGGwCAQ4cy1y2qXTtzRfbXX38dNWrUQKlSpTB27NjHfZmMPZAg4nUBGGOMMX8RERER54Mr6cXHxsZW0DoH8x08w50xxhhjjLE7cIHMGGOMMcbYHbhAZowxxhhj7A5cIDPGGGOMMXYH7mLBGGOM+RFf7NDE3ZmYp3EXC8YYY4wxxu7AUywYY4wxxhi7AxfIjDHGGGOM3eH/AMQ6g3hrfmA5AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio.PlotFunctions as plf\n",
    "\n",
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = 'Sharpe Mean Variance'\n",
    "\n",
    "ax = plf.plot_pie(w=w, title=title, others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = plf.plot_risk_con(w, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                       color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Worst Case Mean Variance Portfolios with Box Uncertainty Sets based on Bootstrapping.\n",
    "\n",
    "### 3.1 Calculating the worst case mean variance portfolio.\n",
    "\n",
    "I'm going to use box uncertainty sets and the parameters of this sets are going to be estimated through block bootstrapping. This means that the limits of uncertainty sets are based on percentiles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>9.8947%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.1577%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 0.0000% 9.8947% 0.0000% 0.0000% 4.1577% 0.0000% 0.0000%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 0.0000%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select method and estimate worst case input parameters:\n",
    "\n",
    "box = 's' # Method to estimate box uncertainty sets parameters\n",
    "ellip = 's' # Method to estimate elliptical uncertainty sets parameters\n",
    "q = 0.05 # Confidence level for bootstrapping and k ellipsoidal uncertainty sets constraints\n",
    "n_sim = 3000 # Number of scenarios for bootstrapping\n",
    "window = 3 # Size of each block for block bootstrapping\n",
    "dmu = 0.1 # delta to increase or decrease the mean vector\n",
    "dcov = 0.1 # delta to increase or decrease the covariance matrix\n",
    "seed = 0 \n",
    "\n",
    "port.wc_stats(box=box, ellip=ellip, q=q, n_sim=n_sim, window=window, dmu=dmu, dcov=dcov, seed=seed)\n",
    "\n",
    "# Estimate worst case optimal portfolio using selected uncertainty sets:\n",
    "\n",
    "Umu = 'box' # Type of uncertainty set for mean vector\n",
    "Ucov = 'box' # Type of uncertainty set for covariance matrix\n",
    "\n",
    "w_wc_1 = port.wc_optimization(obj=obj, rf=rf, l=l, Umu=Umu, Ucov=Ucov)\n",
    "\n",
    "display(w_wc_1.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = 'Box Uncertainty Set with Stationary Bootstrapping Method'\n",
    "\n",
    "ax = plf.plot_pie(w=w_wc_1, title=title, others=0.05, nrow=25,\n",
    "                  cmap = \"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3  Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = plf.plot_risk_con(w_wc_1, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                       color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Estimating Worst Case Mean Variance Portfolios with Box Uncertainty Sets based on Delta method.\n",
    "\n",
    "### 4.1 Calculating the worst case mean variance portfolio.\n",
    "\n",
    "I'm going to use box uncertainty sets and the parameters of this sets are going to be estimated through delta method. This method consist in increase and decrease the mean vector and/or covariance matrix in a percentage in absolute value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.0422%</td>\n",
       "      <td>10.3919%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.5426%</td>\n",
       "      <td>10.0636%</td>\n",
       "      <td>0.5361%</td>\n",
       "      <td>2.3106%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>15.0905%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0967%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4063%</td>\n",
       "      <td>6.7743%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.8830%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA      BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 4.0422% 10.3919% 0.0000% 0.5426% 10.0636% 0.5361% 2.3106%   \n",
       "\n",
       "            HPQ     JCI  ...       NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 0.0000% 0.0000%  ... 15.0905% 0.0000% 1.0967% 0.0000% 0.4063% 6.7743%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% 10.8830% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select method and estimate worst case input parameters:\n",
    "\n",
    "box = 'd' # Method to estimate box uncertainty sets parameters\n",
    "ellip = 's' # Method to estimate elliptical uncertainty sets parameters\n",
    "q = 0.05 # Confidence level for bootstrapping and k ellipsoidal uncertainty sets constraints\n",
    "n_sim = 3000 # Number of scenarios for bootstrapping\n",
    "window = 3 # Size of each block for block bootstrapping\n",
    "dmu = 0.1 # delta to increase or decrease the mean vector\n",
    "dcov = 0.1 # delta to increase or decrease the covariance matrix\n",
    "seed = 0\n",
    "\n",
    "port.wc_stats(box=box, ellip=ellip, q=q, n_sim=n_sim, window=window, dmu=dmu, dcov=dcov, seed=seed)\n",
    "\n",
    "# Estimate worst case optimal portfolio using selected uncertainty sets:\n",
    "\n",
    "Umu = 'box' # Type of uncertainty set for mean vector\n",
    "Ucov = 'box' # Type of uncertainty set for covariance matrix\n",
    "\n",
    "w_wc_2 = port.wc_optimization(obj=obj, rf=rf, l=l, Umu=Umu, Ucov=Ucov)\n",
    "\n",
    "display(w_wc_2.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsgAAAGoCAYAAABbtxOxAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADEK0lEQVR4nOzdd3gUZdcG8PvMbN9NAiEhIYTQIYQSelFApINSBEQQAVFQRAUFXywoAmJviIK9gFKkCyqgAiJIR3rvgRQgIW2zfef5/kjgowRIwiazSc7vuqJkZnbm3k2ye/bZp5AQAowxxhhjjLFsktoBGGOMMcYY8ydcIDPGGGOMMXYVLpAZY4wxxhi7ChfIjDHGGGOMXYULZMYYY4wxxq7CBTJjjDHGGGNX4QKZMeYzRDSIiP5QO0dRIaI2RHTkFvurEJEgIk0RZhJEVKOorlcQvn5cisN9ZowVL1wgM5ZHRHSaiOxEZCWiVCL6jYgqFdJ1Ol637VEi2ujra+Uhyw9ENDWvxwsh5gghOufx3Hd0n4gokogWE1EyEaUT0T4iejSPt/2biIYX9NqXCSE2CCFqX3XeG352+ZHzeLuIKDPnaz8RvU1EQXdwvjz//HK5/aSc4nP0ddufy9k+KY/nuaPHhTHGihoXyIzlTw8hhAVABQDnAXyqcp5CQ0Sy2hlu40cAZwFUBlAOwBBk/0yKu/eEEAEAQgEMA9ASwL9EZFYpz1EAQ6/bNiRnO2OMlUhcIDNWAEIIB4BFAGIubyOiICKaTUQXiegMEb1KRBIRBRPROSLqkXOchYiOE9GQglz7qo+nhxJRXE4L6oSr9stE9AoRnchphdx5uaWbiKKJ6E8iukRER4io/1W3+4GIPiei34koC8DjAAYBGJ/Tar4i57iXrjr3QSJ64KpzXNMqnJNzJBEdy2l1n0HZ6gD4AkCrnHOnEVEzIjp/9cfuRNSXiHbf5KFoBuAHIUSWEMIjhNglhFh51W1bEtGmnHPvIaJ2OdvfBNAGwGc51/4sl8d4FhGNy/l3xZz7MSrn+xo5jx8RUTsiOpez/UcAUQBW5Jx3/FWnHJTbz+pWhBAOIcR2AD2R/QZg2FX5HiOiQzmP6WoiqpzLfXgC+fz53cR2ACYiqptz+7oAjDnbr77e/US0O+fx3kREDQr6uBCRnoimEVFCztc0ItJftf9/RJSYs++x2z+ajDGWP1wgM1YARGQC8BCALVdt/hRAEIBqAO5BdivbMCHEJQCPAfiaiMoD+BjAbiHE7DuM0RpAbQAdAEzMKToBYCyAgQC6AwjMubaNslsg/wQwF0D5nGNmXi58cjwM4E0AAQBmA5iD7BZNixCiR84xJ5BdYAYBmAzgJyKqcIuc9yO7mI0F0B9AFyHEIQAjAWzOOXeZnGIwBUCnq277CLJbinOzBcAMIhpARFFX7yCiigB+AzAVQDCAFwAsJqJQIcQEABsAPJNz7WdyOfd6AO1y/n0PgJM5/weAtgA2CCHE1TcQQgwGEIecTxmEEO9dtftmP6vbEkJkIvvn1ibnvvUG8AqAPshuZd4AYF4ut/sKvvn5Adk/g8tv6IYi+3fjCiJqDOA7AE8iu5j/EsByItIX8HGZgOyW84bI/r1pDuDVnGt1RfbPsxOAmgC46wZjzOe4QGYsf5YRURqADGS/QL8PXOmO8BCAl4UQmUKI0wA+BDAYAIQQfwBYCGANgPuQXUjcqclCCLsQYg+APcguJABgOIBXhRBHRLY9QogUZBeqp4UQ3+e0uP4HYDGAfled8xchxL9CCCWnlfwGQoiFQoiEnGN+BnAM2QXMzbwjhEgTQsQBWIfsoudmZiG7KAYRBQPoguyCPjcPIrs4fA3AqZzWy2Y5+x4B8LsQ4vecnH8C2IHsNw15sR5AGyKSkF0Qvwfg7px99+Tsz4+b/azyKgHZhT6Q/bvzthDikBDCA+AtAA1za0XOTQF+fgDwE4CBRKQFMCDn+6uNAPClEGKrEMIrhJgFwInsIvdWbva4DAIwRQhxQQhxEdmF/OCcff0BfC+E2C+EyAIw6bZ3mjHG8okLZMbyp7cQogwAPYBnAKwnonAAIQB0AM5cdewZABWv+v4rAPWQ/eKecotreABor9umBeC+blvSVf+2AbDk/LsSslsJr1cZQIucj8DTcgr9QQDCrzrm7C1yAQCIaMhVH6WnIfs+hdziJjfLmZufAPQgIguyC6ENQojE3A4UQqQKIV4SQtQFEAZgN7LfwBCy7+uD193X1sjuO35bQogTAKzILubbAPgVQAIR1UbBCuT8PAa5qQjgUs6/KwP45Kr7dQkA4drftZsqwM8POW9ujiO7GD8mhLj+96QygHHXPd6VAETcJs7NHpcI3Pi3FHHVvrPX7WOMMZ/iApmxAshpJVsCwIvswisZ2QXs1a14UQDigSstzF8i+6Ppp+jWU1LFAahy3baqyHshcBZA9ZtsX5/TneHyl0UI8dTVd+2621zzfU4r5dfIfnNQLufNwn5kF2j5df21IISIB7AZwAPIbjG8WfeK62+XDOADZBdPwci+rz9ed1/NQoh3bnbtXKxHduu6LifXemR3MyiL7GI8T/fpTuW8WeiI7NZyIPu+PXndfTMKITbdLs8d/vxmAxiH67pXXJXpzesymYQQl7t+5PdxScCNf0sJOf9ORHbxffU+xhjzqSKbm5OxkiSnlbInsoulQ0IILxEtAPAmZQ++C0Z2X+APcm7ySs7/HwPwIoDZRNRGCOHN5fQ/AxhLROsAHAHQJOd2j+Yx3jcA3iCig8hu9auP7EL9VwDvENFgAPNzjm0IwJrTJzg355Hdp/oyM7KLnYs5j8MwZLdAFsR5AJFEpBNCuK7aPhvAS8gukJbe7MZE9C6yC+jDyB409hSA40KIFCL6CcB2IuoC4C9kt8C3zNl/Lpf7lZv1yP75Lcz5/m9k9/XdcJOf2+X7dLvz5knOoLR6AN4FkArg+5xdXyD757tbCHGAsqeA6yyEWJjLaXz58/sZwDkA/+ay72sAS4noLwDbAJiQ3Yf7n5w+1Pl9XOYBeJWItufknYj/79axAMD3RDQbwGkAr+fjvKVeVFTUWovFUmLeVFit1ri4uLj2audgJQ8XyIzlzwoi8iL7RfsMgKFCiAM5+55F9kC9kwAcyC4aviOiJsgulpvlFNLvIrsf8kvIHhB3va+RXXivQHbXgXMAJgghVuUx40fI7gLyB7I/Oj8M4IGcwrFzzv6PkP0J0p6cbDfzLYCFOR+Z/y2E6E1EHyK7lVdBdjGbW8GUF2sBHACQRESKEOLyx/xLAXwOYGlOH9ObMeUcWwGAHcBWZL9pgRDiLBH1Qnbf4XnIbunfhuwiGgA+ATCLiJ5CdkvzaNxoPbIHK/6T8/3GnGv+k8uxl70N4FMieg/ZAwQX3eLYmxlPRGOQ/fM5jew3Nv0uPxZCiKU5rcrzc1qE05E9iC+3AtlnPz8hhB3ZbzZy27eDiEYA+AzZA+fsyH68Lj9W+X1cpiJ7gOnenO8X5myDEGIlEU1D9u+PguzBe4Pych8YYLFYog4ePJjbJ0zFUkxMzO0PYqwA6LqB2IwxpjoiOoHsbgS5FmSMsYKJiYk5XsIK5BMHDx7kVRSZz3EfZMaYXyGivshuoV+rdhbGSjoiwrhx4658/8EHH2DSpEkAgEmTJuGDDz644Tb//PMPGjduDI1Gg0WLrv0wQJZlNGzYEA0bNkTPnj1zvebNbn/kyBE0adIEsbGx2Lx5MwDA4/GgY8eOsNlsd3pXGcsXLpAZY36DiP5GdveKp4UQispxGCvx9Ho9lixZguTk5DzfJioqCj/88AMefvjhG/YZjUbs3r0bu3fvxvLly/N1+y+//BLvvPMOFi1adKUw//zzzzF48GCYTKZ83CvG7hz3QWaM+Q0hRDu1MzBWmmg0GjzxxBP4+OOP8eabuQ2JuFGVKlUAAJJUsDa2m91eq9XCbrfDZrNBq9UiLS0NK1aswOrVqwt0HcbuBBfIjDHGWCn29NNPo0GDBhg/fvztD74Nh8OBpk2bQqPR4KWXXkLv3r3zlWPIkCFwOp348ssvMWXKFEyYMAHZkwYxVrS4QGaMlSpE9A9uszAGYyXQ+0KI73PbERgYiCFDhmD69OkwGo13dJG4uDhERETg5MmTaN++PerXr4/q1fM2JjAqKgp///03AOD48eNISEhAdHQ0Bg8eDJfLhTfeeAO1atW6o3yM5RUXyIyx0qYNsueG5j7OrDQ5faudzz33HBo3boxhw4bd0UUiIrIXPKxWrRratWuHXbt25blAvtqECRMwdepUTJ8+HYMGDUKVKlUwefJkzJkz547yMZZXXCAzxkqjA4LnuGTsiuDgYPTv3x/ffvstHnvssQKdIzU1FSaTCXq9HsnJyfj3338L1G1j/fr1qFixImrWrAmbzQZJkiDLMs9kwYoUz2LBGGOMMYwbNy5Ps1ls374dkZGRWLhwIZ588knUrVsXAHDo0CE0bdoUsbGxuPfee/HSSy9dWchj4sSJV2a1uNntAUAIgalTp+K1114DADzxxBN46aWX0LdvX7zwwgu+vsuM3RQvFMIYK1WISACQuAWZlUa8UAhjecMtyIwxxhhjjF2FC2TGGGOMMcauwgUyY4wxxhhjV+ECmTHGGGOMsavwNG+MsVKHB+ix0spqtcZdnlmiJLBarXFqZ2AlE89iwRgrVYhICCF47VrGGGM3xV0sGGOMMcYYuwoXyIwxxhhjjF2FC2TGGGOMMcauwgUyY4wxxhhjV+ECmTHGGGOMsatwgcwYK21WqR2AMcaYf+Np3hhjJRIRaQGYAcjIbgy4/H8JgJLz5b3qK0sI4VEnLWOMMX/CBTJjzO8RURCAygCicr6CdTpDiEanC5EluRwIZYUQQYqiBHg9bovH4zYpiiJrNFqPJEmCSBJEJCRJEiAChICiKCSEQkIIUhSFPG6XVpI1bo1Ga5M1GqskyRlElA4hLnm9nhSXy3nR43alALgEIA7AGQBxQgireo8MY4yxwsAFMmNMdURUFkAdZBe/lY0mSy2NVldL8XorOZ32MABymeBQR/kKlZSwipV1ZcuF6c0BgZLZEgSTJQAmcyDMlkCYLAG4vE1vMIEo7+uBCCHgsGUhKysDNmsGsjIzYMvKgM2aiSxrOmzWTFgz0rypKeedSfGn3ReT4qX01ItGSZKdOr3hvCRJZ1xOxxGnw34M2QX0aQBHhBCZhfCQMcYYK0RcIDPGikxOt4daABpoNNqGRrOlldvlquv1eixhEVH28MiqUoXIqoawiChtSHgkQsMqIjQ8EuaAoHwVu0VFCIH01GQkn4/HxaRzuJh0DknxZ1yJZ086ziecwcWkcyadznBJ1mj32bIyNile724AewGcFEIoKsdnjDF2E1wgM8YKBREZAbQA0MQcENQKQCOHLatSUHCIo2rNeqhZt5G5So26UuUadRAaXgmSVPLGDHs9HiSeO4Uzxw/i9PED3qMH/ss6c/yQnGXN0BpN5pOK17vDlpW5FcB2AP8JIdxqZ2aMMcYFMmPMR4goEMDdGq2uncFo6m63WWtHVKpuq9uolbFa7Qa6yjXqIKpabegNJrWjqi4rMx1xJw/j9PGDOHFoj/3g7i3u5AsJeoPRvNeWlfGb4vX+DWCbEMKudlbGGCuNuEBmjBUIEYUCaK03GDtqtLrOToetcuUaMbbGLdtbYhq2kmvVawKjyax2zGLDmpGGw3u3Yf9/m9y7tqyzJ549aTCYzEcddtvvHrdrHYBNQogMtXMyxlhpwAUyYyxPiEgC0Eyr0/fR6vT93S5nRM2YRo5GLe+1xDRsJdWoEwutTq92zBLDbsvC0f07cWDXJu+uLeuyzhw/aNQbTScc9qy5Xo9nGYD9gp/AGWOsUHCBzBi7KSIyAehgNFse8nq8PYLKlqO7O/YyNm/TVVMzphFkjUbtiKWG2+XEoT3bsOXv35yb1/3qcTrsNiGUxU6HfRGAf7j/MmOM+Q4XyIyxaxBROID7LAFlBjkctruq1Ihxtu7UO6BZ6y5UoVJVteMxZM+eEXfiMLZtWOXd8MfSrPMJZzQ6nf6vLGvGPACrhBBpamdkjLHijAtkxhiIqAyAh8wBQaPcLmfths3buVt16GFp3LI9AoLKqh2P3cali0nY8e+f2PjXsswje7frdQbjzqzM9BkAlgohbGrnY4yx4oYLZMZKKSLSAOhssgSOcrucHWKbtfV27j3YHNuiHbRandrxWAE57FnYsfFPrFryQ+axg7s0Go12id1m/RLARu6zzBhjecMFMmOlDBE10OmNwwEMCa9YWera91HL3R16EbcUlzyXLiZh/epFyuols7Iy0i7ZPB73Vx6363shxCm1szHGmD/jApmxUoCIQomkR4wm89OyRluhY8+Hte3vG6CtWLmG2tFYERBC4OSRvfhr+Vzn+lWLhKzRHMrKTP8MwEJeCpsxxm7EBTJjJRgR1TeaLC95PO4+zVp3Vjr3HmKq1+TuErlqHcsbt9uFnf/+hT+WzbYe2LVZkiTpe6fD/oEQ4rTa2RhjzF9wgcxYCZMzX3E3syXwVRDF9hjwhLbLA0M1QWVD1I7G/MzFpHP49eevXX/88qMiy5q/bdaMNwH8y32VGWOlHRfIjJUQRGQmSXrUYDC9XDYkLKjfo89Z7u7Yiwfcsduy27Kw7rf5YsnsT20Oe9ZZW1bmG8jufsFzKzPGSiUukBkr5oiokk5vfB5CPFG3yV3oM/hZc0zDliAitaOxYsbr9WLnpr+w+Idp1riTh90ej+cDr8f9hRDiktrZGGOsKHGBzFgxRUTVjSbLVEXx9m5//0DqMeBJfXjFymrHYiXEqaP7sfSnGfat638nSZa/cdptU4UQ59XOxRhjRYELZMaKmf8vjJXePQc+qek5cKTGHBCkdixWQl26mIRFP0xzrv1tvkIkfeN02N7kQpkxVtJxgcxYMUFEVXQ63XcguVWvh0dyYcyK1HWF8m9Oh+0pIUSy2rkYY6wwcIHMmJ8jovJmLSYL4NEQE+kjGnbB+Hd+4A7GTBXLfpohFvzwiXA6HQ4hxAfwut8XQljVzsUYY77Ek6Ey5qeIKNCopTeNGpwaEqsddnK0xbC4v4n2blpNmempasdjpZDL6cCSHz8jU9thUoXHZphMNZq/QBpdPEnyaCLSq52PMcZ8hQtkxvwMERm0Mo0zanCud23NcwdGWUwz7zPqwywSmkbIuLuS5J3x5hj+6IcVuVVLZwmvpPUGNOgEbdkKCO39sin8kQ8CDZXqvUVaQxwRDSYiWe2cjDF2p7iLBWN+hIi6mLX44a5KcsBHXQzmeuVvrDX2nvei1bc2fLp0L8qWC1UhJSuNHPYsDO/ZCKb2I2Gu0/bG/Wf349JfX1k9aYkJwmUfJITYoUJMxhjzCW5BZswPEFFYkIGWhltoycIHjeF/DDbnWhwDQIMwGR2qyt7P3nhaKeKYrBT7fcG3itCZvbkVxwBgqFQPFR79xBLc6amapDP9I+mMnxNRQBHHZIwxn+AWZMZURESSTBiuk/HhqGY63ZR79TqT9vbj7w5d9KLJVzZ8sngnQspHFEFSVprZsjIxvGdDWLqOhblmi9se77VnIHXN13bb0U124XY+LoRYVvgpGWPMd7gFmTGVEFHdQD121i0vfbRluNnyQWdDnopjAKgTKqN7Tdn76aSnuBWZFbrlc79QyFjGm5fiGABkYyBC7h9nLN9vUrAcEPqTpDevJqLIQo7JGGM+wwUyY0WMiIwmLb1n0WL72x0MDf57wmxuEJb/cU3vdDTIx/dtlc7HnymElIxls2ak4Ze5n0sBHUfm+5fUEFUfFZ/4yhzYtOe9pNEfJlnzHA/iY4wVB1wgM1aEiKiTWYsTnaprnj7yrMU4qplOkqWCTWlcI1hCnzoa76eTR3IrMis0S378TJECQrzGKo0KdHvSaFGmzSPaCo9OM+vCqk8lnXEfERXsZIwxVkS4DzJjRYCIygfo8IVRS12+62kw3VdL65PznklTUGeGFe/8+A8qVanlk3Mydll6ajKefKAZyvadDEOlmDs+nxACWfvXiEt/femAEN8Kt+NlXmSEMeaPuAWZsUJERJJGohFGDU483lh338nRFp8VxwBQuYyEgfW13hmTn/L67KSM5Vj0wzSvXCbc64viGACICJb6Hanik98YjTWaP05a/Skiut8nJ2eMMR/iFmTGCklOq/GSymWkhj8+YDQ3DC+crpfxGQpqfGrFW9+vRZUavilkGLuUfB6j+rVA8ENvQ1+hZqFcw35mD1J+/ShLcdlWCpd9GLcmM8b8BbcgM1YIiOgekxaHRjXTNdv1pLnQimMAqBgo4bFGWu+MySO5FZn5zIJvP/DKwZHewiqOAcBYORYRI740m2q0uI+0hgNEVK/QLsYYY/nABTJjPkREklFLrwfpsXJxf1PwOx0NOk0BB+Hlx8S2ejnh9FH56P6dhX4tVvIln4/Hut8XymW6PVfoM05IOgNCerxgDO40shJp9VtJkocV9jUZY+x2uEBmzEeIKDRAh/V1Q6X/7R9lMXatoSmya4dZJIxsqlW+mPo0tyKzOzb3q3e9mtCqXl1olSK7pqV+Rwof/JFJDgz5TNKb5hORucguzhhj1+ECmTEfIKK2Ji0OP9VU13zLcLM5MrDo/7ReaaOXLiSclg/s2lzk12YlR1L8Gfz713K5TPfCbz2+ni60MiIem2kyVm/WM6fLBXeqZ4ypggfp3UJUVNRai8USpXYOX7NarXFxcXHt1c5REhCRZNBggk7Gy/P7Go3davpuhoqCeGWNQ/npdHnxycIdvBgDK5APX3vS+9/Rk1R+4NuqNqBY9/4pLv31hV143KOE4p2lZhbGWOlTdJ8BF0MWiyXq4MGD1dXO4WsxMdwo4ws5XSoW1SwnNfllgMmoRqvx9cbfrZembzuHXVvWoVHLe9WOw4qZ+DPHsX3Dajl02Ay1o8DSoBPpKtQ0XVg0ZYakN3UWLvsIIYRN7VyMsdJB/Vd0xoohImpt0uLQk011Lbc8rk6XityUMRD+10qnfPfuc9wXmeXbjzOneuWIOoomKEztKAAAXWgVRDw+w2ys1vSBnC4XddTOxBgrHfzjVZ2xYiK7SwW9EqjHHwsfNJZ7v5NBp5ULf5aK/BjbSi9lXDovb/1npdpRWDFy5sQh7N76txzc/Xm/el2QdEaE9BxvLNthRBRp9DtIkgernYkxVvL51ROhP2vXrh1Wr159zbZp06Zh1KhRmDFjBho2bHjlq169eiAiHDp06IbzdO3aFWXKlMH991+7eNSpU6fQokUL1KxZEw899BBcLleuOV588UXUq1cP9erVw88//3xl+6BBg9CgQQO88sorV7a98cYb+OWXX+7kbrOrEJEpQIeVMaHSK/ufshi7q9zf+GYC9ISXW+uU2R/8j1uRWZ7N/myKV1OpgaKxBKsd5QZEhIDYLlL44A9MckC5LySd8Usi4n72jLFCwwVyHg0cOBDz58+/Ztv8+fMxcOBAPP3009i9e/eVr549e2LQoEGoU+fGTwP/97//4ccff7xh+4svvojnn38ex44dQ9myZfHtt9/ecMxvv/2G//77D7t378bWrVvx/vvvIyMjA3v37gUA7N27Fxs2bEB6ejoSExOxbds29OrVy0ePQOlGROUCdNjUraamzZbhZnOlIP/+0xndQi/ZMlLkjX8uUzsKKwZOHNmLA7u2yGW7jfHrX2xd+aqIeOwzkza08iOkM/5CRAa1MzHGSia/fjL0J/369cOvv/4Kp9MJADh9+jQSEhLQunXra477559/sGDBAsycOTPX83To0AEBAQHXbBNCYO3atejXrx8AYOjQoVi2bNkNtz148CDuueceaDQamM1mxMbGYtWqVdBqtbDb7VAUBS6XC7IsY+LEiZgyZYoP7jkjosoWHf4b0URXZ15fo1HnZ10qcmPWEV5vpxNzpr3Ercjstn6YPsmrqdJYaExBake5LUlvRvjAd0yGyrHtSWfcSERl1c7EGCt5eBaLPCpXrhyaN2+OVatWoVevXpg/fz4eeughEP1/sZSWloZhw4Zh9uzZCAwMzPO5U1JSUKZMGWg02T+OyMhIxMfH33BcbGwsJk+ejLFjx8Jms2HdunWIiYlB//79ERUVhcaNG2Pw4ME4fvw4hBBo1KjRLa9LRJ0BtMhzUP+TDOArIUShFYFEFGvSYu0b9+qDnmupL1Yf6T7VVEdT/0mX166Yh/Y9Bqodh/mpI/t24PjB3XL5J39QO0qekUaL0AdeMab+9VU9676/dhJRWyHEObVzMcZKDi6Q8+FyN4vLBfJ33313zf6nnnoKjzzyCO6+++58nTe3uaivLrwv69y5M7Zv34677roLoaGhaNWq1ZWietq0aVeO69GjB7788ku8+eab2LNnDzp16oQRI0bkdmkNAF2+wvqXhwHcQ0RDhBC5d9q+A0R0r0mL5d/1Mpofqqv1/2bj6xg0hCn36sTkmROV9j0GFqvinhWd76e/rsjVWpBkMBWr33EiCWU7PqmXA0Mrpf87dxcRtRNCHFA7F2OsZOACOR969+6NsWPH4r///oPdbkfjxo2v7Js1axZOnz6da//i2wkJCUFaWho8Hg80Gg3OnTuHiIiIXI+dMGECJkyYAAB4+OGHUbNmzWv2//LLL2jatCmysrKwf/9+LFiwAG3btsWgQYNgMpmuOVYI8TuA3/Md2E/k9D/8GcBSIuonhLD76twS0UMBOny3fKDJ1K5K8f0zGdFYR1PWW6WVi79Ht77D1I7D/MyB/zbhzInDVH7krGJVHF9GRAhq0VcjW4LLXVr12WYiuk8IsUHtXIyx4o/7IOeDxWJBu3bt8Nhjj2HgwP//yPrkyZOYMGEC5syZc6VFNz+ICPfeey8WLVoEILvYzm1wndfrRUpKCoDsAXl79+5F586dr+x3u9345JNP8L///Q82m+1KK/TlvskljRDCAaAfgFQAK4ko7/1absGgoXHBRvpu42PmYl0cA4BOJrzVXoclX72hqJ2F+RchBL6f/rqirdWaJF3xHutmqXsvhfZ9LYC0hlVEUl+18zDGij8ukPNp4MCB2LNnDwYMGHBl27vvvousrCz06dPnmuneNmy4sSGjTZs2ePDBB7FmzRpERkZemTru3XffxUcffYQaNWogJSUFjz/+OABgx44dGD58OIDsArhNmzaIiYnBE088gZ9++umagnzGjBkYOnQoTCYTGjRoACEE6tevj7vvvhtlypQpxEdFPUIIN4AhAA4BWENE5Qp6LiKSLDr6JNxCU/570mxqEFYyeiUMbagjnbDTL3M+VzsK8yN7tq1HwtlTVLbjk2pH8QljlYYIH/SuSTKYfySNdrTaeRhjxRvl1v+VZYuJiTleQpeaPnHw4MEaaufwJcpuLn8bQA8AnYQQCfm8vS5Ah7k1gqWufw42mcuZStZ7x5/2ujD6Tyhfrz4pSVLJum8s/4QQeG5QOyUtuJYUXEIK5MvcaUk4P/clm2LPnCk8zvGCX+QYYwXAr5SsRBDZXgLwI4ANRFQ1r7clooAAHdbdHSV3+/cxc4krjgFgYD0tAmQXLf7hE7WjMD+wY+OfuHghgcq0f1ztKD6nLROOCo9+YtKUrfAUaY3zicg/V/RhjPm1klcJsFJNCPEOgA8B/ENEMbc7nojKWnTY9mBdbeMVA00mY/GbrCJPZInwQSc9rZzzsaIo3B25NFMUBT9Mf13o6nUmSSrefexvRjYFIXzwB2Z9xdr3k864kotkxlh+cYHMShwhxEwALyO7T3KTmx1HRIEBOmwY1lBX9ZseBoNGKpnF8WV9YzQop/fQ3C/fUTsKU9GWv39DatolBLUdqnaUQiVpDSjfb5JJH1G7FemMC3lpasZYfnAf5FuIiopaa7FYotTO4WtWqzUuLi6uvdo5ChsR9QbwFYC+10/9RESWAB02DKinrfPl/QZ9bvNOl0S/HHZjyHK3+OaP01SQGVdY8eb1ejGqXwvhqt6WyrR+WO04RUJxO3F+/oQs98XTi4Xb8Sj3SWaM5QUXyKxEI6KOAOYCGCKEWJWzzRSgw7oHorUNvu9tMEilpDgGsgdnxczMUmp2HC4NG8NLkZc261cvxlcfTlBCRs4uVYM1FacNSXPGZ3nSEr8XbudoLpIZY7dTep4hWakkhPgLQC8As4ioMREZAnRY3a2mpv53vUpXcQxkz7n9cReDtH7Zt6Ikzo3Nbs7r8WD2Z1OEvkmfUlUcA4CkNyFs4Ntm2VJuGGl0/M6QMXZbpetZkpVKQojNAJoAOBmgw6/3VtU0mdPHaJRLeJ/jm+lSXUbVICG+n/aq2lFYEVr3+wLhcLlFYPMH1I6iCtkYgPBB75olY+BY0uheUDsPY8y/cYHMSouEAB2+bRUpt1r0oNFY0gfk3QoR4aMuBunf338SLodD7TisCLjdLvz0+ZtkaPGQVFr62+dGNpdF+CPvmSS9aTLJmuFq52GM+S8ukFmJR0Rk1mJG7RCpy7IBJpNWLr0FwmXtq2pQpxyJLz8Yz30xS4G/ls8RbkHewMb3qR1FdZrA8ggf9J5J0hk/IZIeUjsPY8w/cYHMSjyjBq9FBEiD/xxsNpfUeY4L4qMuemnbn4vIbrOqHYUVIqfDjnlfvUvGuwfxNGc5tMEVETbwbRPpDN8TEb9rYIzdgAtkVqLpZBpZxkAvrn/UZC5j4OL4aq2jNGgUTt7P3x7Hrcgl2Oqls4RX1nkD6ndSO4pf0ZWvirCHphpJa1hIRPeqnYcx5l+4QGYllixRX7MOH/0zzGyqEMC/6rn5sLNB/m/9crJmpKkdhRUChz0LC777iMxth3HrcS70EbVRvu9EI2n0K4iohdp5GGP+g6sGViIRUWuTFrPXDDEbawTzr/nNNK8oo1Wk7J3x5nPcilwC/brgG0XozF5zdBu1o/gtQ+UGCOn9kpk0+j+IqKraeRhj/oErB1biEFFFkxbLF/QzmhpX4Iaz2/mgs17et3k1pV26qHYU5kO2rEwsmT1dsrQbwX8Et2Gq3gxl2g42k874BxGZ1M7DGFMfF8isRCEifYAOv790tz6gW02t2nGKhYbhMtpVkb2fvfGsonYW5jvL536hkKmM11SzudpRioWApr1kY7WmFUln/IlK81x4jDEAXCCzEsaiw+etozQ1JrTVadTOUpy811EvH9qxXrp0MUntKMwHrBlp+GXu51JAh6e49TiPiAjluo8xypZynSFrx6qdhzGmLi6QWYmhlenxYCM9NL+f0VTalpC+U3XLy+haQ/ZOnzyKW5FLgCU/fqZIASFeY5WGakcpViStAWH9J5tJ1r7BM1swVrpxgcxKBCJqppfx6apBJlOgnovjgnino14+umeTdD7+jNpR2B1IT03G7wu/lQI7PcOtxwWgCQpD6AOvGEmjX0pEUWrnYYypgwtkVuwRUXmzFr//+IDRWCeUa4KCqlVOxgPRGu+n3IpcrC36YZpXLhPuNVSKUTtKsWWs0hBBrR82k864moiMaudhjBU9LpBZsUZEmgAdVjzdTBf4QB0elHen3mxvkE8e2inFnzmudhRWAJeSz+PPX36Sg7qM5neKdyiweR+NoXLDyqQzfs+D9hgrfbhAZsWaWYuPGleQ673VQa9TO0tJULWshAF1td7PJj/lVTsLy78F337glYMrefUVaqodpdgjIoTcP84om8rcD1nzjNp5GGNFi4Tg9QFY8SQRDQiz0LcHRllMwUZu4PGVs+kKan1mxVvfr0WVGsXzY3qvxwNbVgbcbje8Hje8Hg88Of/3ej2QZQ00Wi1kjRYajSbn/1qYA4IgScWz3eBi0jk889DdCHnkI+hCK6sdp8RwpyYi8YfRduGydxFCbFA7D2OsaHCBzIolImpg0mLzv4+ZTQ3D+dNkX3vqN7v3r7RqeO/H9X754NptWUg+fw4Xk87hYlI8Liad9SbEnbSfTzjjTbmQqLFmpBlkjcYpSZKHiLxEkoeIPCDyEJFXCCELIbRCKBohhCwURaMoikbxenUBQWXtIWEVvRUiq2rCK1U1lQ+vRKHhkQgNr4iQsIrQ6Q1q3/1cTX9jtHfrnn0o/8j7fvkzK87sJ3fi4tK30oTHWU8IEa92HsZY4eMCmRU7RFTWrMWBL+43hD/SQMdNx4Ugyaqg2idWTPpyJWrGNFItR9qlizi0ZysO7t7qOnvysONC0lmkJp/Xe9xuSW8wXpQ1mrNer/eEPSvzsBDiDIAzAOIAnBNCuPN7PSIyAKgEoDKAKJKkKiZzQLREUnWPxx3pdNjL6Y1GV3BIBVdYxSiKqhZtimnYUlOnQXOYA4J8e+fzISn+DMY83BYhQz+FLjhCtRwlWfrmBZ70LQsPC5e9qRDCqXYexljh4gKZFStERIF6rH6kvrbtjPuMerXzlGTPrbJ7l5+vhA/nbSqyFsmLSedwcPcW7N2+wb53xwZPemqyxmA07czKzFgphHIY2cXvGQDJQoUnLyKSAIQDiAJQWZY1MUZzQDeHzdogJDzS2bDFPYb6TVrr6sS2QJng0CLL9eGrT3r/O3aSyg98u3j2DykGhBC4sHCSzXl2/xeK2zFO7TyMscLFBTIrViSiR6qVpS8OPm0x62RuPC5MF7MUVPnEilc+XYaY2JY+P78QAglxJ3Bw9xbs2bY+a/9/m+CwZyk6nWGTNTPtdwD/ANgnhPD7AYNEpAPQmEi6xxwQdJ/TntU0sGyIJ7ZZW039pq2NMQ1bIjQ8slCufe70MbzwaCeEDpsJTVD5QrkGy+bNSkX8V0/YhcveTgixTe08jLHCwwUyKzaIKNykxdH1j5oDmkZwN8ui8OKfDmX+2TAxbcF2nzzgLqcDOzb+gXUrF1gP7t4qC0XJkmT5H5s1YxWyC+KjarQM+xoRyQDqA2hrCSxzn8vpaGUwmqUGzdpQu24PmmKb3QNZ45vV0N8e/6j3wLnzFNr/DW49LgJZB9eLlFWfxgm3I1oI4VA7D2OscHCBzIqFnK4VK0c21bV/t6OBJzwuIql2gUofZ+KFDxcgtlnbAp1DCIGj+3fir+VzHBv/+gUarXZfVmb6FwDW5PQbLvFy5tGtBaJOZnPAKBBVaX//AE2H+wdqo6pFF/i8Z44fwovDuyF0+FfQWIJ9F5jdlBACFxdPsTnO7P1ccTteUDsPY6xwcIHMigUieqhKEH176BmL2aDhrhVFaeI6h/LdsWDx6ZLd+WpFvph0Dn+vXOj9Y+lse1ZWRobb5fzC6/HMEkLEFVbW4oKIonV6w3AieiwkrKKma59HLW06P0CBZcrl6zxTnhvoPZqSJYX2nch/FEWIu1owVvJxgcz8HhGVN2lxbO0QU2CLSN98LM3yLsMpUPGjTDw7dRaatelyy2Md9ixsXvcbVi+ZlXnq2H5Z1mgWOGxZXwLYWhK6TvhaTleM9iZzwCi329W1XuO7PJ17D7E0vqsDtNpbr31z4vAeTHiqN0JHfAuNKbBoArMrsrtafBYn3HbuasFYCcQFMvN7QQb69fFGuk4fdTHwankqefMfhzLjQKCY8cv+G1qRhRA4uHsLVi+dbd/2z0pJq9NvycpMnwFgBRcOeUdEgQAeNAcEPaN4vbXbdu0rde41WF+1Vr1cj39tVB/llE2i0N4vceuxCoQQuLhoss0Rt4+7WjBWAnGBzPwaEfWtFEizjzxjMRm1XAeoJcslEPGRFSNe+xJ3d+gJILtA+G/zGvz0+VvWCwlx6U6H/SNF8c4RQpxXOW6xR0TVNVrdo7IsP12jTkPtoJGvWKIbNLuy/8i+HZg0uj/KP/kDJINJxaSl21VdLe4RQmxXOw9jzHe4QGZ+i4hCTFoc/3OwKeiuSty1Qm0fbnKK9/8zKTOWH5C3b1iNOV+8ZU25kHjRbrO+BGBxcZiOrbghIj1J0jCd3jClSvUY4yNPvWKp2/guvDT8PuUcAin0/nH8rlFlV81qUZsXEGGs5OACmfmtQD0tfbShrtv0bgZeEMQP2NwC5d/PhDawvN3psJ+1Z2W+CGC5EEJRO1tJR0RaInpEbzC9Wa58RHDyhQR9+ZGzIOn8c9nr0uSqrhYzFbfjf2rnYYz5BhfIzC8RUa+KATT36LMWk4m7VqhKCIE/T3rx3CqH9VyGkpLpwqsA5vCgu6JHRBoAz0LWvaKvUMNQtsMTFn14DbVjlXrc1YKxkocLZOZ3iCjYpMXxVYNMZdtU5q4VatqZ4MUzKx3W/Re86VYXnkd2VwpuMVYZEWlB0nCStW8ZqjTUlW3/uElbNkLtWKVa1sH1ImX1Z2eEyx7NXS0YK/545SXmdwJ0+HJorNbExbF6MpwCo36zO9t8n5WxPd47zupCFSHEQi6O/YMQwi0U7+fC46xoP7Xz7cTvnrGlbZzrER632tFKLVOdtmSIrFueNPpJamdhjN05bkFmfoWIWoeaaPWpMRaTWcddK4qaEALLDnswYoXD5vKKpZkujBFCpKidi90aEUWRzvSdZLC0DLl/rNlQKfep4Vjh8mRcRMLXT9qFx1VLCHFO7TyMsYLjApn5jZzlpPd+1s1Qb3AsT3lc1OLSFYxYYbdtOutNsbrwiBDiH7UzsbzLWc76AdLovzZFtzaVbT/cIBsD1I5V6qSu+86VuXvlYsVpe1jtLIyxguMuFsyf9AkzS1UHNdCqnaNU8SgCH252euvMsNo3nPF+YHWhJhfHxY/ItkR4nNVsR/79Mf7L4XbrgXU8lrKIBd31kA5AbyJqoHYWxljBcQsy8wtEpLXocHpxf1NE5+rc97io7DvvRf9F9qyETOVAhhODhRBH1c7EfIOIWpDOOEdXvlp4SI8XzJrAULUjlRoZO5YraRt+2qQ4s9qonYUxVjDcgsz8gkbCEw3D5UAujouGEALf/OdSWn6bZTuWoozJcKIlF8clixBiq3DZ6zgTj76b8O3TdvsJnn2sqAQ06iZJOkMjIuqkdhbGWMFwCzJTHREFmLQ4u3GYOahRBVntOCWe1SXw+HK7/fdjnvNWF7oLIQ6pnYkVLiJqTVr9soBG3QPKtB2qI5nfiBa2rMMbkbLyk+PCZa/tT7O/REVFrbVYLFFq51CT1WqNi4uLa692Dubf+FmSqc6gwUv31dRouTgufPsveHH/XFvWJbtYbnVhhBAiS+1MrPAJITYSUZ3M3asWOc7sbRLa5zWzJjBE7Vglmqn23Ujf9HO4++LpRwDMVjvPZRaLJergwYPV1c6hppiYGLUjsGKAu1gwVRFRBQKef6+TwaR2lpJMCIHvdrlEi2+ybOcyxDMZTvEwF8elixDionDZ73WnnH034dtRdvuJHWpHKtGICMGdn7KQVvcRERnVzsMYyx8ukJmqLDq8/UQTnVylDP8qFpYsl8DDS+z2MascZ2xuNPco4ge1MzF1CCEUxe18Q7hsXS8ue/tS6t/fu4TiVTtWiWWIjIG+Un0jZM1YtbPcDBFh8ODBV773eDwIDQ3F/fffDwD44YcfQERYs2bNlWOWLl0KIsKiRYsAAG63Gy+99BJq1qyJevXqoXnz5li5cuUN1xo0aBBq166NevXq4bHHHoPbnb2wzeHDh9GqVSvo9Xp88MEHN80qhMCECRNQq1Yt1KlTB9OnTwcALF68GHXr1kWbNm2QkpI9bfuJEycwYMCAO3x0WGnGVQlTDRFFA+g/8R49T3pcSBIzFTT5Kivrt6OeX60u1BNCHFA7E1OfEOIf4XHWydz1+/bz8yfYFJdd7UglVnCHESYi6WUi8stpRMxmM/bv3w+7Pft34M8//0TFihWvOaZ+/fqYN2/ele/nz5+P2NjYK9+/9tprSExMxP79+7F//36sWLECmZmZN1xr0KBBOHz4MPbt2we73Y5vvvkGABAcHIzp06fjhRdeuGXWH374AWfPnsXhw4dx6NChKwXwhx9+iC1btmDIkCGYO3cuAODVV1/FG2+8UYBHhLFsXCAz1QTq8cmrbfW6YCOvmFcYjiR70ejLLFtcuvJ+pgsPcZcKdjUhxAXhsrdzJR1fmjR7XJY3K1XtSCWSNrgizHXby6Q1TFE7y81069YNv/32GwBg3rx5GDhw4DX727Rpg23btsHtdsNqteL48eNo2LAhAMBms+Hrr7/Gp59+Cr1eDwAICwtD//79b7hO9+7dQUQgIjRv3hznzmUvNli+fHk0a9YMWu2t58D//PPPMXHiREiSdOV2ACBJEpxOJ2w2G7RaLTZs2IAKFSqgZs2aBX9QWKnHBTJTBRHdrZep9ZgWOh6ZVwi2nPOg+TdZ9hS7GG1zi8m8WgTLjRDCI9yOwZ7089MTfxhjc6cmqB2pRCrT5hEDIIYSUQ21s+RmwIABmD9/PhwOB/bu3YsWLVpcs5+I0LFjR6xevRq//PILevbseWXf8ePHERUVhcDAwDxfz+1248cff0TXrl3zlfPEiRP4+eef0bRpU3Tr1g3Hjh0DALz++uvo0qUL/vrrLwwcOBBTp07Fa6+9lq9zM3Y9LpBZkctZUnrm+531RoOGW4997dejbnSYbbNlOPGg2yu+VTsP829CCKG4Ha94bRnjEmc9b3cm8nTYviabyyCwxYNa0pmm3em5iEhHRIOJ6F8iOpqPr8duds4GDRrg9OnTmDdvHrp3757rMZeL6Pnz59/Qwpxfo0aNQtu2bdGmTf7WUXE6nTAYDNixYwdGjBiBxx7LvkudOnXCzp07sWLFCixbtgzdu3fHkSNH0K9fP4wYMQI2m+2O8rLSiad5Y2q4r7yZqj1SX8vVsY99vdOlPLfakWlzo7MQYpvaeVjxIbzuL4go4fy8l+eF9nrZZKzeVO1IJUpg896ajG2L2xNRtBDicH5vT0TlADwJ4GkAhwC8A+BIPk5x9lY7e/bsiRdeeAF///33lYFuV2vevDn2798Po9GIWrVqXdleo0YNxMXFITMzEwEBAbcNMXnyZFy8eBFffvllPqJni4yMRN++fQEADzzwAIYNG3bNfpvNhlmzZmH16tXo3LkzfvnlF8ydOxdz5szBiBEj8n09VrpxCzIrckF6vDH1XoNFlrg+9hUhBCauc7ifX+24YHOjORfHrCCEEMuF29nx4rK3M6x7//SbxS1KAklrQGDT3lrSGSfk53ZEVJuIPgdwHEBNAN2FEB2FECuEEEfz8XXLkZiPPfYYJk6ciPr169/0mLfffhtvvfXWNdtMJhMef/xxjB49Gi6XCwCQmJiIn3766Ybbf/PNN1i9ejXmzZt3pR9xfvTu3Rtr164FAKxfv/6aQh0A3nvvPYwZMwZarRZ2ux1EBEmSuAWZFQi3ILMiRUQty5upZt8Y/tXzFSEExqxyOr/f7Tqd5UY7IUSS2plY8SWE2ExEzS/99cUGoXiCAxp243ECPhLQ5H5NxrbF/Yjof7f6OyUiAnAvgLEAmgP4AkCdwvzbjoyMxJgxY255TLdu3XLdPnXqVLz66quIiYmBwWCA2WzGlCk3jkkcOXIkKleujFatWgEA+vTpg4kTJyIpKQlNmzZFRkYGJEnCtGnTcPDgQQQGBqJ79+745ptvEBERgZdeegmDBg3Cxx9/DIvFcmUWDABISEjAjh07MGnSJADAuHHj0LJlS5QpUwbLli0r2INSwuzcubO8RqP5BkA9cAMpACgA9ns8nuFNmjS5cP1OXmqaFakyBvp9cjt9lzEt9fzH6QNCCLz4l9P1+Q7XaasLLYUQPBUB8wkiqk4a/bZy3Z4ta45pxx/3+EjKqs8cWQfWfqa4nf+7fh8R6QEMAPA8AB2AjwH8dLvW3/yIiYk5zivpxZw4ePCgXw6YLEx79uxZHh4eXic0NDRDkqRSX/wpikIXL14MSkpKOhgbG9vz+v1cpLAiQ0Q1vAL3Pt5Yx793PjJpvdP9+Q5XvNWFu7k4Zr4khDghPM62KSs/zbQd26p2nBIjsGU/A4CniOhKh10iCiGiVwGcAjAIwEsA6gkhvvZlccxKvXpcHP8/SZJEaGhoOrJb1G/cX8R5WClm0eGlp5vpZIuOG6N84f1/nZ4PN7mSrC60EkIkq52HlTxCiAPC4+yQvPw9q/30brXjlAjaMuEwVG1MkOQnc2akmAngGICqALoIIToLIVYJIbgPOPM1iYvja+U8HrnWwlwgsyJBRCFeBQ8/11J365ngWZ58v8ulTF7vTM1y4y4hxHm187CSSwixQ3ic911cMtXmjD+kdpwSIeiuASaSNS8jexzQAQDRQojHhRD7VI7GGMvBBTIrEjqNPEWj1RqfXOEQcencMHInVhxx45mVjswsN9oIIc6pnYeVfEKIf4Tb0ff8gol21/mTascp9vThNaAtF6UF0EMIMYPf5DI1hIZHxBJRE199hYZHxN7umkTUpHfv3lUvf+92u1G2bNnYe++9twYATJ8+vRwRNfnll1+udEGaPXt2GSJq8v3335cFAKfTSaNGjapYuXLlejVr1qxbv379OgsWLMj7SjV5xFMJsEJHRFqTXjvg02c6Y+nGI0rtmafk6HKS98NOWrl9Vf4VzI+NcR4MXGzPsrnRSQiRnzlQGbsjQohVRNKQ8/Nenh0+5COjNrii2pGKtcCW/QJSVk5/BcDPRXldq9UaFxMTU5SX9DtWqzVO7Qz+IPl8oqbyi7/67Hxn3r3/ti/oRqNROXLkiNFqtZLFYhFLly4NDAsLc199TM2aNe1z584N7tWrVyYA/Pzzz8G1a9e+0hf/+eefj0hKStIePnz4gNFoFGfPntWsXr369pNw5xNXJ6wo9KoTVU4ztHN9DO1cXz57IQPTlm6nngt2I9jo8Y5tTvLo5toCzYtZmsSlK7h/rs2e5UZfIcR2tfOw0kcIZRHJmrALCya+W2HYp2ZJb1I7UrFlqtkSl1bPqEFEjYQQu4rqunFxce2L6lqM5aZDhw7pCxcuLDNs2LDUefPmBfft2/fSpk2bLJf3t2jRwrp161aL0+kkh8NBp0+f1tetW9cGAJmZmdLcuXNDT548uddoNAoAqFSpkmf48OE+H6TOFQkrdGUs+pdffKjllXd3lcoH4sMnO0jnFzyLlwe3kz7cqRMhH7nE8OV2ZDi4+0VuHB6B7nNsWU4PpgghVqudh5Viinem156xNHnFBzaeJrTgSJIR2KyXnnTG8WpnYawoDR48+NLPP/9c1maz0aFDh0ytWrXKuno/EaFt27YZS5YsCZw7d26Zrl27pl3ed/DgQX2FChVcwcHBhV4scIHMChUR1SdQdO+7a96wz2zU4akejenMnFE0d0JvOuwq760wzYF7Z9mU/ec9KqT1T0IIjFjhcMSlK+scXryrdh5WugkhhHDZhzvO7juZsWUh/6HeAUtsVxmKtzcRhaidhbGi0qJFC/u5c+f0X3/9dXDHjh3Tcztm0KBBl+bPnx+8cOHC4KFDh14q6owAF8iskAUYdS+M6dNUp9XcfDEuSSJ0bVYNG6cNlrd9NhRRNaNFs+9ciJ5p9y444CrCtP7pix1uZdlhd1KmCwMFN9kxPyCEcAqXvWv6pp+t9pM71Y5TbMmmIJhqtRKQ5CfUzsJYUeratWva66+/XmnIkCG5Fr/33nuv7ciRI8ZLly5pGjRo4Ly8PSYmxpmYmKhLTU0t9PqVC2RWaIiojNvr7f/kfQ3z3Ne9bpVQzBp/v3x27igM6t6SRq4SCP/Yoby61gG3t/R1v9h81oMX/nTYrC50FkJY1c7D2GVCiHjhcfa8+Ms7dncar25eUAHNHjCSrB1LRLykNys1nnrqqeRx48YlNG/e/KYL4UyZMuXcG2+8EX/1toCAAGXAgAHJI0aMiHI4HAQAZ86c0c6cOTPY1xl5kB4rTP07Na7qDQ+23P7I64QEmfDaI3dLLz7UEos2HJbe+Olf5dMdmdSxisCnXQ0UEVjy39slWRX0mGe32dwYKIQ4pnYexq4nhNhAGu2LFxZMfLvCo9PNks6gdqRiRx9eA7IlWOdJTWgD4G+187DSIySsgicvM0/k53x5PbZ69eru11577cKtjunfv39GbtunTZsW/9xzz1WsVatWXb1eL4xGo/f1119PyG/e2yH+xJYVluAA447vXujepPfdte74XEIIbDoQj7fmbfKu3X1Grh8qeT/qrJVbR5XM93hur0Crb7OyDl5Uptnc4lW18zB2M0REpDPONVZp1Cuk98tGIl4pM7/StyxU0jcv+Elx2oaqnYWVXHv27DkdGxvLq65eZ8+ePSGxsbFVrt9e8pvhmCqIKMLp9tTr2qyar86Hu+tF4rc3+8uHv3sCdzWPRZe5LlT51OGdud0JRSlZ3S+m/ON0H7uk7LB7MFHtLIzdSs6gvWH207vO2w79wy0uBWCu01aC19uXiHilUcb8BBfIrFBIRP17313La9D5voW3clgQpo3qKCcteBZjB7aVpm7RiPIfu5RRv9lhdRX/QnlPkhcfbXY5M5x4WAhR/O8QK/GEEA7hsj+Ysvozh9fq8+lISzxNUBg0wRFeAB3VzsIYy8YFMisUgWbdiCEd6xXqKgIBJj1G925K5+Y9Q9+P7yHttIYo4R850PlHm3Ik2VuYly40bq/AQ4vsWU4PRgshfN6nirHCIoTYAUWZkbxyGs+PXACWBp0DSGd6TO0cjLFsXCAznyOiql6vqNa+UeUiuZ4kEXq0qomtnw6VNk0fgtAqtUTDrx2o+7ndu/yw+/Yn8CNvbXS5E63KDq/AD2pnYSy/hMf5qvPsgYvc1SL/TNGtSXjd9xGRUe0sjDEukFkh0MjSgP73RONWcx8XlgbVymPOyz3lMz+NQr/OzWnIrwoipjm8U9Y74PHzfsr7L3jx3r9OZ4YTg3m+Y1YcCSGcwu3I7mqRxV0t8kNjCYaufFUPgG5qZ2GMcYHMCoHZoH18cMd6qs73VL6sGZOHtpHOL3gW7zzZSf7xqFmEfOgUAxfZxAWr/xXKHkVgQHbXirFCiLNq52GsoIQQ26EoM1J+/4S7WuSTpUHnAElvflztHIwxLpCZjxFRtERUoXW9SLWjAAD0Og2GdKqPoz88Qb9MeZBS9JFKlU8daPWdXdl2zn9WyX3vX5fnbIay2yvwjdpZGLtTwuN81XF2P3e1yCdT7bugeFwdiChA7Sys5KsQUTGWiJr46qtCRMXY212TiJqMGDHiSoEwceLEsLFjx0YAwNixYyMmTpwYVpj3OT9K5iSyTDU6jTxoUIe6siz713svIsI9sVG4JzZKPpGQig8XbRP3/rQP4RaP95W7SH68sV61bEdTvHhzg9Npc2MQd61gJYEQwklED6asnrHeWK2JUTLkf7Gg0kg2BkJfMdrljNvXA8BctfOwki0pMUGzZLPvVsHs0yr8tjWlTqcTv//+e9nExMSkChXyvrCIGvyrimHFGhGRQScPe6RDXfWqzTyoHlEWM0d3kRN+fgZP92stvbJBFqEfOZTnVtnh8BR994sxqxxZbi/eEEKcKfKLM1ZIhBDbAbE0ffMCl9pZihNL/U4BksEyQu0cjBUGWZbFkCFDLr711lt+01J8M1wgM1+KNeg0ZZpHV1A7R54EmQ0Y2685Jcx/hr4ae5+0ISVYCfnQie5zbMqp1KIplP+N82DDGa/dreCTIrkgY0VIuOzjM//71evJuOWKsuwqppotobidrYgoWO0sjBWG//3vfxeWLFkSnJKSUvQj+fOBC2TmM0adZvDQzvV1xW2pWVmW8EDr2tj5+TDpn48GwRJRXcR84UCDL+3elccKb5o4IQSe/t1htbkxTgjhKLQLMaYSIUQ8gOmp6763q52luJD0JhirNHQDeEDtLIwVhuDgYOXBBx9Meeedd8qrneVWuEBmPkFEJMs0eFD7mGK9VGrjmuFY8NoD8snZI3H/vU3poWVeRH7i8L6z0ffLWS877MHJVOW8AOb49MSM+RHhcb1lP77V7Tp/Qu0oxYa5XgeLZLA8oXYOxgrLyy+/fH7u3LkhWVlZfluH+m0wVuzU1Gtkc4Nqfv2GMM8qlLPgrcfukc4veBaThrWXvtxvEOU+dIohS23iku3OC2W3V2D0KkdWpgtPCyGK57J/jOWBECJDeD2vXPrzyyweg5o3xupNobgcjYiIRzeyEiksLMzbo0eP1Llz54aoneVmeBYL5ivtOzapiuLWveJ2jHothndvSI93i8XaXWfw5txN3sjpCXKTcCjTu+ikRhUK9if0zS63yHCKfQD+8G1ixvyQUL5yXTj5suPUf2ZjtSZqp/F7ktYAXWhlm+v8ibsBrFY7DyuZwitEePIy80R+zpef4ydMmJA0a9asUF9d39e4QGY+UdZi6NG1aVWT2jkKCxGhQ+Mq6NC4inz03CW8v2CruHvWAVQMcHtfby3Lj8Tq8nwuq0vg5b8cjgwnnuZp3VhpIIRwE9Gzl/78YnbEiC8sJPn12By/YKzezOJKjusILpBZIUlMiN9T1Ne02Wy7Lv+7UqVKHrvdfuX7jz76KKGo89wKd7Fgd4yIyOHytLm3YWW1oxSJWpHB+HpsNzl+3jMY0ftu6fl1hLCPHcr4Px1w5WGauA83uTxCYJUQ4r8iiMuYv1jmtaWfsB3eoHaOYsEQ1UCWtPr71M7BWGnFBTLzhbpBZj1VDgtSO0eRKhtgwPiHWlLiz8/is9HdpdWJQUq5j5yi1zybiEvPvVC2uQU+3Ox0Z7jwUhHHZUxVQgghXLZX0jbOtfIHJ7enrxgNxeWowavqMaYOLpCZL9zbqUnVUvuZqUaW8OA90djz1ePSmvcGkhRSVak9045GX9m9a05d2yXr+91uIRE2CiGOqhSXMTWt9GalJTtO77r9kaUcaXTQla9iB9Ba7SyMlUZcILM7VjbA0Ktrs6pGtXP4g+bREVg6ua987Icn0bF1I+q9wI2o6Q7vx5ud8HgVvPmP05buxGS1czKmhpxW5NfT/51rVTtLcWCs3sxMsraj2jkYK424QGZ3hIhkm8Pd6t7Y0tH/OK8iQwPx/hPtpfMLR+OVwe2kj3fpRMhHLpHpFPFCiH/VzseYiua7Lpxy8bzIt2eIaiCThvshM6YGLpDZnYoNDTIpFcrxdJ25MRm0GNmjMZ3+aRSFljW7rG58rHYmxtQkhHAJr+ejjG1LeXW929BH1IbidlQjokC1szBW2vA0b+yOEHBv12bVivXqeUVh36kLSEi22gB8q3YWxlSneL+0Hd30qteWDtlUugb35gdpdNCFVbO7Eo+2AfCb2nlYyRIZHhIbfz7FZ3VgxbBynnNJyTedOq558+a1X3zxxcS+fftmXN42ZcqU8q+//nql2rVrX3nD7PV66fjx44adO3ceaNy4scNX+fKLC2R2R8oGGHp3blJVr3YOf/fxkh12j9f7iRDCrXYWxtQmhEiW9OZl1j2rHgxq9VCpHeCbF8ZqTS3ui6c7gQtk5mPx51M04nXffThBk29dbD/44IMp8+bNC766QF68eHHwypUrj3Tt2vXKuIRnnnmmYkxMjE7N4hjgLhbsDhCRxupwN20XG6V2FL+WmunAgr8PkcujfK52Fsb8hXDZ3svY/otTKLzS+q0YKjeQSNZ2VzsHY3dq8ODBqWvWrAmy2+0EAEeOHNFduHBB27lz5yvF8cqVKy3Lly8v+/33359RL2k2LpDZnWhSsZzFHVqmxC6g5xOLNhyGTiuvE0JcUDsLY/5CCLFLKN5E57mDakfxa/oKtaF4nJWJqIzaWRi7E+Hh4d7Y2NisxYsXBwHArFmzgnv27JkqSdmlaHJysvzEE09U+eabb04FBwffftWtQsYFMiswWaL23ZpX5+4Vt/Htyr0Z6VnOb9TOwZi/EW7Ht1kH1qn6Maq/I40WurDqDgBt1M7C2J3q37//pZ9//rksACxZsiR48ODBly7vGzZsWFS/fv0ude7cOUu9hP+PC2RWYEFmfZu7Yirq1M7hzxJTrNh94rwWwEq1szDmdxTvvKxDGyC8ntsfW4oZqzW1kEbXQe0cjN2pQYMGpf3777+BGzduNDkcDql169Y2APj000/LnT17Vv/ee+8lqJ3xMi6QWYF5FVGvbuUQtWP4tYUbDgu9Vv5NCMFTWjF2HSHEaZLkk44zNx34zgDowqpLpNW3UDsHY3cqKChIadmyZebw4cOr9OnT5xIAHDx4UDd16tSKc+fOPanV+s+kWDyLBSsQItJpZKlCdFQ5taP4te9W7s3MsLm+VzsHY/5KcWV9bd2/5k1jtSY8mOEmtCFREB53LbVzsJKlYlg5z+1mnsjv+fJy3IABAy4NHTq0+rx5804CwNSpUyvY7XapT58+Na4+btq0aXFXz25R1LhAZgVVK6yMyW7QaQLUDuKvzpxPx5Fzl2QAf6mdhTG/JcTP9mNb3xEeF0jDPbZyowkMhfC6A4koUAiRcftbMHZ7t5qzuDANGTIkbciQITsvfz937twzAFSfteJ63MWCFVTd+tXKq53Br/389yFFK0tLhBAutbMw5q+EEImk0e63n9x5+4NLKZJkaILCbACi1c7CWGnBBTIrEK1GatC0VrhZ7Rz+7LtVe7My7dy9grHbURzWr6z71/jFyHV/pQutIgGIUTsHY6UFF8isQAJNuhb1q4by789NnLuYgTMXMiQA/6idhbFiYIn95E6t8PJCkzejC6tuJlnbQO0cjJUWXOCwAnF7lLr1qoSqHcNvrdsdB6NOs1EIwcuEMXYbQohkSaM760w8rnYUv6UNiSLSGZqqnYOx0oILZJZvRGS0OT0hNSuWVTuK31q946Q91epYoXYOxooL4fWsdMTtUX31LH+lDYmC8Hpqq52DsdKCC2RWENGRIQE2rUZWO4ff+vO/0wqAdWrnYKy4EB7nH/YTO1Sb0snfacqEQ3hcwUTE0+ExVgS4QGYFUS+2enn+3bmJU4lpyLS7vAAOqZ2FsWJkg+v8cYPwcD/k3JAkQw4IsQHgVmTmE5ER4bFE1MRXX5ER4bG3u6Ysy02io6NjateuHRMTE1Pnzz//vGaw/+TJk8vr9frGKSkpV1rgZs2aVaZVq1ZX5gFfvXq1JTo6OsbtLtznCp4HmeWbXivHNqnJM1jczLo9Z6DXyuttDrdQOwtjxYUQIk02BJxxJh2taYisq3Ycv6QLrSzZ08/HANildhZW/MUnnteIP1/y2fmo0zu3rSn1er1y+PDhgwCwePHiwFdeeSWyU6dORy7vX7RoUbl69eplzZkzp8zo0aNTAGDo0KFp33//fcgXX3wR/Pjjj1969tlno2bMmHGmsFfdK/UFclRU1FqLxRKldo6iZLVa4+Li4toX9PYWo655/aqh5MtMJcnK7Sez0qxO7n/MWD4Jr2ul48ze6obIuvwJVS50YdVN9pP/1Vc7B2O+kJ6eLgcFBV1Zfe/AgQN6m80mvfPOO2fffvvtCpcLZACYOXNmXOfOnWsfOHDA2LBhw6xOnToV+rSQpb5AtlgsUQcPHqyudo6iFBNzZ1Nputze6LqVQ3yUpmQRQmDNf2cI3P+YsXwTHtcf9hPbHy1z98BAtbP4I21IZUnSGZupnYOxgnI6nVJ0dHSM0+mk5ORk7e+//3708r5Zs2YF9+nT51LXrl2tTzzxhCE+Pl5TsWJFDwDExMS4evXqdemHH34IPXr06P6iyMrv0lm+EJHW5nSXq1qhjNpR/NLJxDS4PF4ngBNqZ2GsGNroOn/SKDy8+GRutOUqQSjeOmrnYKygLnexOHXq1IGlS5ceGzZsWFVFyZ68ZunSpcFDhgy5JMsyunXrljp79uwrU2V5vV6sX78+0Gg0KsePHy+SNem5QL6OLMto2LAhYmNj0bhxY2zatOma/R9//DEMBgPS09OvbFuyZAk6dOhw5fuNGzeiYcOG8Hg819w2JSUF9957LywWC5555plr9u3cuRP169dHjRo1MHr0aAhx8+6rcXFxsFgs+OCDDwAATqcTXbt2Rb169TBz5swrxz3xxBPYtcvnXdXCAk16h0bmX53c7D15AQadZp+41Q+QMZYrIUQ6afUJruQ4taP4JW1wBITbUZ6IeAohVux17NgxKzU1VZOYmKjZunWr8cyZM/quXbvWqlixYv3ly5cHL1q0KPjyse+880756Oho+8yZM08/88wzUZeL6sLEVc51jEYjdu/ejT179uDtt9/Gyy+/fM3+efPmoVmzZli6dOmVbX369IHBYMDcuXPh8XgwatQozJw5ExrNtT1YDAYD3njjjSuF7dWeeuopfPXVVzh27BiOHTuGVatW3TTj888/j27dul35fvXq1WjSpAn27t2Lr776CgCwZ88eKIqCRo0aFehxuIWI0DImHmZ+E/tPJ4tMu2ur2jkYK66I6IA75azaMfwSyVqQRusGwJPQs2Jv165dBkVREBYW5pk9e3bwuHHjEuLj4/fFx8fvu3Dhwt6kpCTd0aNHdXFxcZqZM2eGTZ8+/Vy/fv0ywsPD3R9//HGh9/Ms9X2QbyUjIwNly/7/89CJEydgtVrx/vvv46233sKjjz56Zd+nn36Kjh074sCBA2jWrBnuuuuuG85nNpvRunVrHD9+7WpRiYmJyMjIQKtWrQAAQ4YMwbJly64pgi9btmwZqlWrBrP5/yeR0Gq1sNvt17RYv/baa/jiiy8KfN9vISIyJIAH6N3EjqNJVpfbu1ftHIwVV4rTts198UwXANxKmgtJb3Z73c4QAMlqZ2HFW8UKYZ68zDyRn/Pd7pjLfZCB7DE7n3/++WmNRoNly5YF//rrr8euPrZbt26ps2bNCt67d69x9OjRSRERER4AmDFjRtw999wT/cgjj6SGhYUV2mq1XCBfx263o2HDhnA4HEhMTMTatWuv7Js3bx4GDhyINm3a4MiRI7hw4QLKly8PAKhWrRoeeughfPbZZzhxIn/dT+Pj4xEZGXnl+8jISMTHx99wXFZWFt599138+eef17RCd+rUCT/++CNatGiB8ePHY/ny5WjSpAkiIiLye/fzokLlsKDCnVulGNt78oIAUCQDCBgrkYRywHX+eBYAHqiXC8kYqHitl3iUNLtj5xKS9hT1Nb1e787ctsfHx++7fts333xzLrdja9So4c7teF/jAvk6l7tYAMDmzZsxZMgQ7N+/H0SE+fPnY+nSpZAkCX369MHChQvx9NNPAwAURcFff/0Fi8WCM2fOICQk789fuXVXJbqxkfb111/H888/D4vFcs12jUaDuXPnAgDcbje6dOmC5cuXY+zYsYiLi8OQIUPQs2fP3K4RAyACwIWcr2QhxC3fAcoSVawcFmjI850rRVxuL84lZ5oAHFY7C2PF2EF3chx/SnUTsimI3AAXyIwVMi6Qb6FVq1ZITk7GxYsXkZSUhGPHjqFTp04AAJfLhWrVql0pkGfMmIF69erhjTfewNNPP43NmzfnWuTmJjIyEufO/f8bpXPnzuXa+rt161YsWrQI48ePR1paGiRJgsFguGbA38yZMzF06FBs3rwZOp0OP//8M1q1apVrgQygDYD+AMoDCAMQTESp+P+C+fxV/04CML+sxVAjopyFX7xycSz+Ekx6zcX0LKdD7SyMFWPHvbZ0o/C4QRr+sOp6srmsBlwgM1boeJDeLRw+fBherxflypXDvHnzMGnSJJw+fRqnT59GQkIC4uPjcebMGSQlJeGjjz7Ce++9h65du6JixYr45ptv8nydChUqICAgAFu2bIEQArNnz0avXr1uOG7Dhg1Xrv/cc8/hlVdeuaY4Tk1Nxa+//oohQ4bAZrNBkiQQERyO3Os1IcSXQogOQoj6QojyAPQA6gIYAGAqgF8AnARgAtAMQLAkUWR4WV5ELzcHziRDI0sH1M7BWHEmhHCRVn/enXpjNzMGyJZgHbhAZqzQcQvydS73QQayuz7MmjULsixj/vz5WLly5TXHPvDAA5g/fz727NmD8ePHIzQ0FAAwbdo0tGnTBn379kVwcPA1t6lSpQoyMjLgcrmwbNky/PHHH4iJicHnn3+ORx99FHa7Hd26dbsyQG/58uXYsWMHpkyZctvsU6ZMwauvvgoiQpcuXTBjxgzUr18fI0eOzNN9F0J48f8txrkqF2gsFxJkytP5Spu9Jy8qGTaewYKxO0UkH3Qnx1XUhVZRO4rfkUxBGtLoKqidg7GSjgvk63i9uQ+IPHXq1A3bPvroo1yPrVSpEk6fPp3rvpttb9q0Kfbvv3FsV8+ePXPtHjFp0qQbtn388cdX/m0wGPDHH3/keq074fEqZYMDuAtybg6eSc7yeJUjtz+SMXYrisu23X3xTAfU4U85rycbA0EaXaGMwGaM/T9+8mH54nR7A8oFGtWO4ZfOXsxQAPDnwozdKcV7ypN+3q52DH8kmQIBonC1czBW0nELMsszIpKJYChr4Rbk3CSkWCUACWrnYKwESPZmpRba/KbFmWwMBITgPsjsjoVWCI1NTkr2WR0YEh7iuZh48bZTx8XFxWlGjRoVtWfPHpNOpxORkZHOTz/99GxsbGy9qVOnnp0wYcIFABgyZEhU06ZNs0aPHp3St2/fKlu2bAkICAjwSpIkpk+fHtexY8csX2XPDRfILD/KGHUatyxLerWD+KOUDLsBXCAz5gvJXls6L9eeC8kYCKF4eSU9dseSk5I19X6o57Pz7X90/21rSkVR0LNnzxoPP/xwyq+//noSADZt2mRMSEjQBgcHe7788svy48aNu2gwGG74+586deq5YcOGpS5ZsiRw1KhRlY8ePXrQZ+FzwV0sWH6UCzTpeZnpXFjtLngVAQCZamdhrARIVuwZ/PqUC8kYCOH18CIqrFj69ddfAzQajRg/fvzFy9vuuusue9WqVV3BwcGe1q1bZ86YMaPcrc7RtWvXzLNnzxZ6Q12pb0G2Wq1xMTExascoUlarNa6ANy0TZNHzx565SMmww6CVMzM9Xm71YuzOJSvOLJ4EOReSwQx4PQYi0gohuMGCFSt79+41xsbG2m62f+LEiYndunWrOWbMmJsupT5//vwyNWvWLPQxCqW+QI6Li2uvdoZiRKORuVEnNykZdmg1cpraORgrIVKF26UXihckyWpn8StEEkhncAiXvRyyF3BirMSIjo52NWzYMOvLL78Mvn7fq6++Gvnuu+9WCA4Odn/77benCzsLVzssP0jK4+qApU1Khh2SRKlq52CsJBBCeEmjtSkOq9pR/JKkM3oABKmdg7H8ql+/vn3Pnj23XExh4sSJSdOmTaugKMo126dOnXru8OHDBzdt2nSsWbNmhb5iLRfILD+kvC6fXdpcynRACHHTj4QYY/kka9IVW4baKRhjPtSjR49Ml8tFH3744ZWZWNavX286fvy47vL3jRo1ctSsWdO+Zs0aVd8ElvouFixfuD6+CafbAwHwvK2M+QiRfMlrT4/QopLaUfyPEACg3O4wxm4lJDzEk5eZJ/JzvtsdI0kSli9ffmLUqFGVpk2bFq7X669M83b1ca+99lri3XffreoAMS6QWX5wF4ubyH69Ag/QY8xXCE7hve3rbakkhCBwgczuUF7mLC4MVapUcf/+++8nr99+7NixA5f/3apVK7uiKDsvf7948eLTRRTvCu5iwfJD4gI5d4JbdBjzNQI/39yEuPIfxljh4AKZ5Qd3sbgJRQhAcIHMmA/J/IRzE9yCzFih4wKZ5Qd3sbiJ7PpYcIsOY74iQAA/3+SOP7FirLBxgczyg2exuImc0phfsBjzFeIuFjeV3YLMb8gZK0RcILP84Pr4JgS36DDmWwISiF+icsVjHhgrdPzsw/KDu1jchKIICO6DzJgvSdzFInf8hpyxwscFMssP7mJxE5JEIIDXxGXMd4ifb26Cu1gwH6hQMTyWiJr46qtCxfDYvFzXZDI1OnLkiM5gMDSOjo6OqV69et2HH344yuv14siRIzoiajJmzJiIy8cnJiZqNBpN4yFDhkQV3qNxI54HmeUHv17dRFmLAbIshaqdg7GSQ0jcB/mWuAWZ3ZGkhPOaL06957Pzjaw6Pl81ZaVKlZyHDx8+6Ha70apVq9o//fRTmZYtW9oiIyOdf/zxRxkACQAwe/bssjVq1Cj0paWvxy3ILD+4RecmygUaAYALZMZ8RChKgKQ3qR3DP/E0b6wE0Wq1aN68ufXYsWN6ADAYDKJGjRr2f/75xwQAixcvDu7du/elos7FBTLLD4fd6VY7g18KCTLC61WC1c7BWEkhvK6ysrms2jH8E3exYCVIZmam9M8//wQ2aNDAfnnbgAEDLv3000/BJ06c0MqyLCIiIoq8+OAuFiw/klMy7NyEnItyAUa4PN4gtXMwVhIQkREka0lvVjuKn+JBeqz4O3v2rD46OjqGiNCtW7e0/v37Zxw5ckQHAH379s2YMmVKxbCwMHffvn2LvPUY4AKZ5U9KaqaDf2dyUS7QCIfbayYiEoIXDGHsDoVJBrODiLhCzoVQvDIA/jiPFWuX+yDnts9gMIgGDRrYPv/88/D9+/fvX7BgQZkijscFMsuXlEy7Sy+E4NF619HrNNDKkuJUvIEA0tXOw1gxFyaZAj1qh/BHissOZDchZ6kchbFC9eKLLya1bds2Mzw83KvG9blAZnkmhLDrtLLXanfJASa92nH8TqBZ77yYZisHLpAZu1PhGgt36c+NNysNpNGlKU4bf1LF7kh4RJgnvzNP3O58tzvG7XZDp9Pl6Xe3adOmjqZNmxb57BWXcYHM8kWvlTOT0+3luEC+UVmLwXsxzRYC4KTaWRgr5sJkS4hW7RD+yJuVBpI0yWrnYMVfYnzSnqK+5o4dO4yVKlVy1q5d23Xs2LED1++/2fbRo0enAEgpkpA5eBYLli9aWU5LybDf/sBSqHL5QAJQSe0cjJUA4XJgqEHtEP5IyUoFCIlq52Asv957773QRx55pNrkyZPj1c6SF1wgs3yRJEpJ5gI5Vw2rh5kkojpq52CsuCOdsYpsLsOvT7nw2tIgvN5zaudgLL/Gjx9/8cSJEwf69OmToXaWvOAnIJYvQogL3IKcu7pVQjRBZn1TtXMwVtyRpKmvLVNB7Rh+yWu9JITLflrtHIyVdFwgs3xxur2Jyek2tWP4pehK5QCgrto5GCvuhMdZW1u+itox/JInM9kBiCS1czBW0nGBzPLF5nDHJ2fYefR0LqKjgmF1uKKIiP+uGCsgIgoDSTrZUk7tKH7Jm5nsBnBe7RyMlXT8Qs7yRQApSZeyVJt2xZ8FmQ2wGHQe8EA9xu5EA21wpIPnWs+d13pJAOAWZMYKGU/zxvIrOSk1iyfwv4lakcHurYcTogGcUTsLY8VUfV1ELZ7B4ia8tnQZ3ILMfKBiaGhsQnKyz+rAiJAQT/zFi7ecOo6ImvTq1evSsmXLTgHZ8yKXL18+tmHDhlnr1q07fvbsWc2QIUOqJCQk6DweD0VGRjrXr19//MiRI7rY2Nh6VapUudJAd99996X+9ttvZQHg2LFjxpo1a9oB4JFHHkl+9dVXL9zp/eECmeVX8oXULEXtEP6qYfXyhq2HE+oAWK12FsaKI0lvbqULq84TredCCAHFYTWAC2TmAwnJyZqDtaN9dr6YI4dvW1MajUblyJEjRqvVShaLRSxdujQwLCzsyrLpL774YsX27dtnvPbaaxcAYOvWrcbL+3JbmvrDDz9MBACTydToZstWFxR3sWD5dT4pNYs/+7yJBtXK6wNNOp7JgrGCa6QLraJ2Br8kspeZVoQQVrWzMFZQHTp0SF+4cGEZAJg3b15w3759L13el5SUpK1UqZLr8vctWrRQbdosLpBZfh1PSLGaPF5uRM5Ns9oVQESt1c7BWHFERBrF7YjShkSpHcUvebNSQRpdqto5GLsTgwcPvvTzzz+XtdlsdOjQIVOrVq2yLu97+umnLzz77LNVWrRoUevFF18MP3369JUVNc+ePauPjo6OiY6Ojhk8eHChP0lwFwuWL0IIe6BJn3oqMS20ZmSw2nH8TsPq5eFweSoQURkhRJraeRgrZmpJxkCnpDPyMtO58Np4mWlW/LVo0cJ+7tw5/ddffx3csWPH9Kv39e3bN6N169b7li5dGrRq1aqgJk2axOzbt+8AkHsXi8LELcgs33Ra+cihuCJdEr3Y0Gpk1K8aagfQUu0sjBVDrQ2V6nIXrpvwZiQDEGfVzsHYneratWva66+/XmnIkCGXrt8XFhbmHTly5KVly5adatCgQdYff/xhUSMjF8gs37Ic7v8OxiXzXMjXcbk8mLPmANKznIGSRA+qnYex4kbSW+4zVm1sVjuHv3JdOOVRnLYtaudg7E499dRTyePGjUto3rz5NX2Mly9fHpCZmSkBQGpqqnTmzBl91apVXbmfpXBxFwuWbw6XZ9+eExdsAEr1C5nN4cLctQexaMMRsfVUkpKe7pA1gRqhj9ALpNHdaudjrDghIiKN/h59VAO1o/gtZ+KRLAjlltNoMZZXESEhnrzMPJGf8+X12OrVq7svz1Rxte3bt5uef/75KFmWhRCCBg8enHzPPffYjhw5ovNVzrwiIbghkOUPEd0dUznktwPfDA9SO0tRSrM68OOf+7F081Gx8/R5JTPDJWuDNYq5rkVY6lpkc20zNIEaKE4Fh0YdcguvKCuEyLr9mRljRBQNrWF3pdFz9ZKmyF8Li4Wz0x/OUuwZsUKIE2pnYcXPnj17TsfGxnIf9uvs2bMnJDY2tsr127kFmRXE4ZOJaUYhBEryalcXUrPwwx/7sHzLMbH77EVhs7olXahWMde3oEzbMDmipgkai+aGbkqSXoI+Um9znHG0Bs+HzFhe9dGR0Cd98hD0AcFeJaymbKnfGfoqDSFJ3BtQcVihOG0aAKfUzsJYacAFMss3IUSKSa91JqZYdREhAWrH8ZlzFzPw3aq9WLHthHIgIRmOLI+kr6BTLPUDENK5gmSqaYJslPP0Sh3QMMDiTHB2ARfIjOVJgCWoywsjX0Pjes2wY88WeeP2v73bVn4gZ7jdkAJCvHJUrGxp1B26UjoFnOviaUg6w0mvPZPn2GSsCHCBzArEqNecPBSXElucC+Tj8an4bvUe/Lb9hPdIUiq57F7JUMngtdS3SGE9K5KpugmSvmBNVwENAuSU1Sn9iWic4H5MjN0SERm0Gm2L5rGtEBhQBp3vuR+d77lfFkIgLv4Utu/ZLK/fssa7/8fnZa1WryhB4dDVaClZYrtCYwpUO36RcF88A6EoO9XOwVhpwQUyKxCPV9l9+GxKbIfGVdSOkmf7T13Ed6v2YtWuk94TF9Ilt9NLxsoGr6VBgBTRvxIZqxohaSXZF9cyVjOCNFQWQF0A+31xTsZKsNZRFas6AwPKXLPENBGhcmQ1VI6shn73DZI9HjcOHd8vbflvo7Jh2zrlzKZ5ksEU6PWWqyyZYtqRKbo1Smr/ZWfScbtw2baqnYOx0oILZFYgGTbX7r2nLj4EwKB2lpvZfjgB3/+xD3/uOe09nZwhed0KmaoZvZZmAVJkdBQZo4wgDfmkIL4eESGoZZAm9e/Uh8AFMmO3ZDSYBrS/u8ttZ8XRaLSoH90I9aMbSSMefhZZNit27d8ub/5vg3fTlrnS+T8+I21AOa8Iry1bYrvAGFW/KOIXCVfSUReAvWrnYKy04AKZFdSh3cfPO+EnBbKiKPhn3zn89Nd+/LXvjPdcSqYkBMhUw+S1tLbIlWtXgaGSASQVTkGcmzItyujS/k0bAuC1oromY8UNEWn1On3/Tm3vy/ffptlkQevm96J183tljAQuJCdhx94t8oat67w7f3lTzhRCkCVEkas0lgMa3wdtmfDCuAuFTggF7ksJRgD71M7CWGnBBTIrqENHz11SbTlYRVGwescpzFl7EOsOxnmTLmXJkABzbbPX0t4iV40Ohb6CvkgL4usZqxtBEoUQUR0hxCG1cjDm5zpGVqgsKoZXuuMTlQ8JR/f2vdG9fW9ZCIGTZ47R9j2bpfVb/vIe+m6UrNebFE9QBRhr3SVZGnSBZDD5IH7h86RfAEmyVfG4UtXOwkqOyAoVYuOTknxWB1YMD/ecS0y86TzdSUlJcrt27WoDQHJyslaSJBEcHOwBgD///PPoqFGjKu3atcsSFBTk0Wq1YuzYsUl//vln4Pbt2y1ut5vi4+P1VapUcQDAiy++mDhs2LBC/XvgApkV1Nksp1tOzXSgbEDhNyJ7PAp+2XwU89cdwoaj8Z6LqVka0kkwR5s9lq4Bmuq1w6EL04FIvYL4eiQRgloEyanrUx8CMEntPIz5I7PJMqJn534+H+1LRKhepRaqV6lFA3oNlV1uFw4c2ZPTf3mtEr9htmQwB3m9IVUlc732ZKx1FyTfDEHwOffF0yCN9qDaOVjJEp+UpBFfzPTZ+WjkqFvWlOHh4d7Dhw8fBICxY8dGWCwW75QpU84rioLGjRtHP/zwwykrVqw4BQBHjx7VLVy4sMyPP/4YBwBHjhzR3X///TUv374ocIHMCkQIIcoFGg9sPZzQuGuzaj4/v9PlwcJ/DuPn9YfE5hOJyqU0uyybZGGuY1YsPYM0NWpFQBeqA/z8dzioZZA+bXPaUHCBzNgNiMis1eq6tb+7S6FPqK7T6tCoXjM0qtdMemrI88iwpuO/fdvkTTv+8W7+51vpwspPSGMJ9qJijBzQsDv0EbUKO1KeuS6cVhSXnZeYZiXSihUrArRarRg/fvzFy9tq1arlmjBhwg0r7RUlvy4umH+z2l1/bth/NrZrs2p33Oxic7jw05qDWLLxiNh6KlFJT3fKmkCNMNc1K5a+wXKt2mZoy2oJgH828dyEqYYJIIQRUW0hxBG18zDmZ3rE1KzvDi4TUuRjGQItQWjXqhPateokA0Di+Xhs37tZ3rB1rXfXwgkySbIQAeUVbdWmckCj7tAEhhR1xCtciUey4PXsUi0AY4Vo3759xgYNGtjUznE9LpBZgbk8yj9//Xd65JvD7sn3ktNpVgdm/5GzbPOZ84o1wyVrg7WKuZ5ZBAwMlcNrmaEJ1BS7gvh6JBHKti4rX/r70kgAz6udhzF/EmAOfKJnJ993ryiICmEV0bNTP/Ts1E9WFAXHTh2mrbv+lTZsXes99vVSWW+0KN4yFckQ3Zos9TpC0hVdTe+6cBLgGSxYKTF48OCobdu2WbRardi/f79q43e4QGZ3YvOeExeMHq8CzW0WmLu8bPOyzcfE3nMXFZvVLevK6xRLPTPK3hMmR9YyQzbnbZW64ia4Y7Du0rpLw4noFSGEXe08jPkDIgrRaXV3tWnZQe0oN5AkCbWrx6B29Rga0m+E7HQ6sPfwLmnzzg3Kxm2/i6R130p6S1mvt3wN2VKvIwzVmxbactiKwwpvVpoeAH8CxUqk+vXr23/55Zeyl7//8ccf4xITEzVNmzato2YuLpBZgQkhUstYDEl7TlyIalLr2umT4i6k4/tV+7Bi+3HlYEJKzrLNesXSwIKQrhVkU428L9tc3OnL62GqYULWoawBAL5XOw9j/kAja0a0bdnRazbedvpj1en1BjSLbYVmsa2k0Y+NR2r6Jezct1XetH29d8tfn8oZvzkgW8p5pUr15YCG3aELq+qzazvOHoCkM+7x2jPdPjspY36kR48ema+99hq9++67oS+++OJFALBararXB1wgszuiCPH3vwfODQk06/Ddyr34fWfOss0Or2SINHgtDSxSWK+KZKpW8GWbS4KQbiEW+2n7y0T0Ay89zUo7ItIY9MaxA3s9WjzmWbtO2aBgdGzdDR1bd5OFEDiXGIcdezbL67eu8e6d+z9Z1mqFCAhTdNWby5ZG3aExlynwtRynd7kUp22579Izlq1ieLjndjNP5Pd8BbmdJElYsWLFiaeffrrS9OnTw4ODgz0mk8k7adKkc77KVhDEr9XsThDRKEkvzRBeAWMVo9fSwCKZ65jJWMUISVtq6+EbCEXgyPNHsjzpnk5CiM1q52FMTUT0QI0qtWfNmrbEL/of+5LH68GREwexdddGsWHrWnEy7rhkMAUonrKVyFTnHjLXbZev5bDjvxqR4UlN7CaE2FSIsVkpsGfPntOxsbHJaufwN3v27AmJjY2tcv12bkFmd+o3IcS0mC9itIW1bHNJQBIhpFuI8cIvF/4HoI/aeRhTk8UU8MojfR4vccUxAGhkDerWaoC6tRrQYw+NIps9C7sP7JS2/LdB+Xf7IiSt+YL0lmCvEl5LtjToBH1U7E37L3vtmfBkXNQD2F6094IxxgUyuyNCiDOyUU51JjnLGyL9YtVpv1W2TVnp/OLz3YgoTAhxXu08jKmBiJoEBZSJufeuzmpHKRImoxl3NW2Lu5q2lcY+MQHJly5i594t8sbtf3u3/fq+nOH1QAoI8cpRDWVLo27Qlfv/FQWdZ/dB0hp3eT0Z3P+YsSLGBTLzhT+yDmU9wgXyrclmGUHNg0T61vRRAF5XOw9jajCbLK8P7jvCoNGotlK9qkKCQ9GlXQ90addDFkLg9LkT2L57s/TP1jXeA7PGyFq9UVECw6Gv2Upyp5x1Kc4s7n/MmAq4QGZ3THEov2fuzuxVrlO5EvmRqS+F9gg1pm9LH0dEHwsh0tTOw1hRIqKqBr2xU88uD/IABWQvh121Ug1UrVSD+vcYLHs8bhw4ulfauutfsWHrWiUu/pQOQtmgdk7GSiN+kmK+sDbrWJZOeHnA5+3ow/UIbBookZZeVDsLY0XNZDRN7tNtgFQcpnZTg0ajRWxMEzwxaDR99PqXkiRJNgA8qJcxFXCBzO6YEOI8yXTefobXwMiLsD5hRgCjiShU7SyMFZXs5dbRb3Df4XmfwqEU27rrX+h0+rVCCK/aWRgrjbiLBfMNBb9b91ufMFUz8Zuu29CF6lDmrjJy2pa0VwGMUTsPY0XBbLJ8/Eifx3WBAWXUjlIsrN/yl9WalblY7Rys5KoQFhGbdCHRZ3VgePkKnsTzCXtudYwsy01q1qxpF0JAlmXxySefxHXq1Cnr8v7JkyeXf+uttyITEhL2lCtXTtU3h1wgM59QnMrCtE1pg8r3LM/9kPOgfO/y+rTNaSOI6B0hRKLaeRgrTETUPNASdE//HoN5Ksg88Hg92Ll3qxbAarWzsJIr6UKi5rMn1/jsfM982eG2NaVer1cOHz58EAAWL14c+Morr0R26tTpyjLqixYtKlevXr2sOXPmlBk9enSKz8IVALf2MV/5x53ihuuCS+0cxYK2rBbB7YJlSS9NVjsLY4WJiMhssnw2csjzRoPeqHacYuHg0b3QarUJ/OaZlWTp6elyUFDQldX3Dhw4oLfZbNKUKVPiFyxYEKxmNoALZOYjQggPSbQ0fXu6onaW4iL0/lCdEGIwEVVWOwtjhaiL2WSJua/DA6R2kOJi884NXpfLtUTtHIz5mtPplKKjo2OqVq1ad8yYMZVff/31K28CZ82aFdynT59LXbt2tZ46dcoQHx+vai8HLpCZzyhO5ce0jWlWtXMUF5pADUK6hsiSUfpU7SyMFQYikkxG86djHn/JrJG5R19eCCGwev0Ku8vtXKp2FsZ87XIXi1OnTh1YunTpsWHDhlVVlOx2taVLlwYPGTLkkizL6NatW+rs2bPLqpmVn7GYL/3tSnZJrosu6EJ5oHpehN4Xqk39O7UDEXUQQviuMxhjfoCIhlQoXzH8npYd1Y5SbBw/fQQZmekO8PRurITr2LFjVmpqqiYxMVFz7tw57ZkzZ/Rdu3atBQBut5sqVarkfPnlly+qlY9bkJnPCCE8JNMy7maRd5JeQsSwCJOkl34gIn5XwUoMIgrR6fSfvPLsVAsR967Iq9V/r3ArineWEIKfR1mJtmvXLoOiKAgLC/PMnj07eNy4cQnx8fH74uPj9124cGFvUlKS7ujRo6q9LnILMvMpxaH8lPZvWs/Q7qGBamcpLgIaBsBY3RhsO2obD2Cq2nkY8wWT0Ty9a7se+ugaddWOUmwoioLf1y5zO13OWWpnYSVfePkKnrzMPJGf893umMt9kIHs7kSff/75aY1Gg2XLlgX/+uuvx64+tlu3bqmzZs0KfvPNN5N8lTE/uEBmvrbWdcElu1Jc0JXjBtG8ICJUHFbRdGzCsVeIaL4Q4rjamRi7E0TU12yy9B05+Hl+EsiHvYd2weP1XBBC7FM7Cyv5bjdncWHwer07c9seHx9/w+/8N998c67wE90cd7FgPiWEcJNMKzK2Z/C60/mgC9Uh7IEwnWSU5hB/Hs2KMSIyamXdDK/Xq3tz+gRvavoltSMVGyvXLXM4nPav1c7BGOMCmRUCxaHMTvs3LVPtHMVNuc7lZG1ZbV0QHlM7C2MFpdMY3q5TqVnAxP4/4syps+g/sitWrvtFCMHvmW/F7XZhzcZV8Hq9c9XOwhjjApkVjjXORKfGfcmtdo5ihWRC5MhIM2lpGhFVVTsPY/lFRC0kkp4Y2PZ5U6CpLF7oPVPu2/JZTPv6bTz18mAl4byqn5j6tW27N0Eja44JIU6rnYUxxgUyKwRCCBdp6deMHdzNIr+MUUaE9QkzSgZpORFp1c7DWF4RUZBOY/hlULv/GQOM/z99aYtanTBlwHzy2rQYPLoX5iz9TvF4bzuWp9T5bc3SLGtW5hdq52CMZeMCmRUKxa78mLoxlbtZFEC5LuVkY3VjNdLTe2pnYSwviIgMWtPspjXaBzWq1vaG/TqtAaO6vS2N6PgG5iz+HkPHPKAcO3VYhaT+yWbPwuad/2gExEK1szDGsnGBzArLH84kp+KId6ido9ghIlQaWckkaaUniKir2nkYux2J5MctxjId+t39jOFWx9WObIw3Bv4shZlq0pMvDsJnP3ygOJ38HLFx2zrodYbtQgjVFkVgjF2LC2RWKIQQLiiYkfJHCr/6FYAmQIOoZ6JMpKP5RBShdh7GboaIYjSy9pMnu75h1mn0tz1ekiQMvnc8je05HX+uWyn6P9VN7Ny3tQiS+q8Vfy3OzMzK4O4VrEhFVKgYS0RNfPUVUaFibF6ue+LECW2HDh2qV65cuV6lSpXqDRs2rJLD4aBNmzYZf/7556DLx40dOzZi4sSJYYX3CNwaz4PMCo3wiJlpm9PGhT8UDtkkqx2n2DFHmxHSNcSU8kfKYiJqLYTwqp2JsasRkVGvNf7at9UoQ4WyVfJ124rlqmPSgDny8m3fYvzUp3FPq47e54a/LAdagm5/4xIkLSMV+w/v1gL4Re0srHRJTErQ/LvsgM/Od3fvuretKRVFQe/evWsMHz78wpgxY054PB48/PDDlceMGVOxbt269h07dpgfeuihdF/k8Xg80GgKXuZyCzIrNEKIBJJpTdq/aTxYr4DK9y6v1Ufo65OWJqqdhbGrERHptcZZdSKbhreK7lbg15KezR/HhH7fY//+A3jwyS5Yt2k1StOUcL/+udir1ehWCCGsamdhrLCtWLEiQK/XK2PGjEkBAI1Ggy+++OLsvHnzQiZNmhS5YsWKstHR0TFff/11WQA4dOiQsXnz5rUjIyPrT506tfzl88ycOTO4fv36daKjo2Mefvjhyh5P9sBfk8nU6Lnnnoto0KBB9Jo1ayyjRo2qWL169bq1atWKeeKJJyLzk5ULZFaoFLvyXvLK5KzS9ILnSyQRop6NMks66X8kUR+18zB2mUbW/a+MOaT7kHtfMt7p2jZlLaF4ue/XcveGw/DWp6+JsZOf8F5MOe+jpP7L6/Vi3vJZziy7lQfkslJh3759xtjYWNvV24KDg5WKFSu6xo4dm9ijR4/Uw4cPHxwxYkQqABw/ftywfv36o9u3bz/0wQcfRDidTvrvv/8MixYtCt6xY8fhw4cPH5QkSXzxxRflAMBut0v16tWz792793DDhg3tv//+e9ljx44dOHr06MG33norMT9ZuUBmhW2D1+ZNzjqYpXaOYktbVosq/6tiJC39SEQt1M7DGBF108q6SU93f9es095yXF6+tK3XC5MHzKXUC1YaMOo+LPl9nlAUxWfn9zf/bv8bHrf7lBBih9pZGCsKQggQ0Q0tZjnbbzi+c+fOaUajUVSoUMETHBzsPnfunGbVqlUB+/fvN8XGxtaJjo6O2bhxY+DJkyf1ACDLMh599NFUAAgODvbq9XplwIABlWfNmlXGYrHk68mEC2RWqIQQQnEo7ySvSuaPD++AsYoRlUZVMpGOVhNRNbXzsNKLiBpoNfqFI7u9aQwO8P34GaPOgjE9PpYG3/MSvprzqXj8hf7KmXMnfX4df/DT0m8zrbbMt9TOwVhRqV+/vn337t3mq7ddunRJSkpK0smyfEPhrNfrr2yTZRkej4eEEPTggw+mHD58+ODhw4cPnj59ev9HH32UAAA6nU653O9Yq9Vi9+7dh/r27Zu2bNmyMu3atauZn6xcILOiMCfrcJbkSnGpnaNYC2wYiPD+4RZJL/1NRMFq52GlDxGF6zT6vwbdM85UPbxeoV4rtmprvDFgvmRCKA0b+yC+mfeZ4naXnOeQk2eO4fipIwqARWpnYayo9OzZM9PhcEifffZZOSB7IN2oUaMqPfjgg8nh4eFuq9V627q0a9euGb/++mvZ+Ph4DQCcP39ePnr0qO7649LT06VLly7JDz30UPoXX3xx9tChQ6b8ZOVZLFihE0JYJb0069KaS8PD+4fz6nB3oFzHcrLrvKt86obU1TkzWzjVzsRKByIqo9ca/+7Q4MEyTWt0uLNOx3mk0egwvNPrdPr8IXz7+2SsWrdcTBr3PtWrnafZpPza/OWzHYpQPhNCFGnVHxUVtdZisUQV5TX9mdVqjYuLi2uvdg41VAiP8ORl5on8nO92x0iShGXLlh1/4oknKr///vsVFEVB+/bt06dPnx6fkZEhffDBBxWio6Njxo0bd9P+wk2aNHG8+uqr8R06dKilKAq0Wq2YPn16XK1ata75W0pLS5Pvv//+Gk6nkwBg6tSpZ/Nzf4gHT7GiQES1JIO0O3p6tFHS8QcXd0IoAnGfxNmyjmStVBzKg4L/iFkhIyKzXmv6t3nNjtH9W4/W3+mgvIJQFAWLN8/ElqMr0a19L++ooeNks9F8+xv6ofSMNPQe3t7hcjmrAbgLwHohRHJRXDsmJub4wYMHqxfFtYqDmJiYEwcPHqyhdo6isGfPntOxsbFF8ntWnOzZsyckNja2yvXbuVJhRUIIcRQSdqVv98n0hqUaSYRKoyqZdKG6rpJemklqVCus1CAig15r+rNBlbtqP9j6WVWKYyC75enBu5/B+Ae+xJZtm9D/yS7YtGO9Klnu1OLf53o0smYpgCQA9wI4RkRfEVGMytEYYzm4QGZFRrEp7yT/npypdo6SQNJLqPpSVbM2VDtY0ktfcZHMCgMRafVa06/RFRs3HNxuvEEi9V8ywspE4tUHf5DvqdMPEz94Qbz89mhvalqK2rHyzOl0YP7yWW6bPWuqyPYMgNoA4gGsJaJVRNSF/6YZU5f6z3asNPndney2207Ybn8kuy3ZLKPaK9XMuvK6gZJe+pbID6oXVmIQkazXGhdWLV+n1WMdXzNKkn+thtmp4QC83v9HOns6Af2f6obf1iwtFr2NVq77RRBoqxDi4OVtQogLQojJAKoA+BnA+wD2E9EIIjIWZp5z586hV69eqFmzJqpXr44xY8bA5cruyrl79278/vvvV46dNGkSPvjgg8KMc8X27dshyzIWLcp9DOPatWvRuHFj1KtXD0OHDsXlhSIWL16MunXrok2bNkhJyX7jdOLECQwYMKBIcvs5RVEUfuN1lZzHI9fp3/gFlRUZIYRXcSmTzy88z5Mi+4hsklH1lapmXbiuv6SXfuAimflCdsuxcWHF4Oqdnuw61STL/jme22Isg3G9P5P7tXwWn3z7Lp56+RElPilf43CKlNfrxQ8LvrBZbZmTctsvhHAIIb4HEAtgNIBeAM4Q0RtEVMHXeYQQ6NOnD3r37o1jx47h6NGjsFqtmDBhAoAbC+Q75fV683zciy++iC5duuS6X1EUDB06FPPnz8f+/ftRuXJlzJo1CwDw4YcfYsuWLRgyZAjmzp0LAHj11Vfxxhtv+OZOFG/7L168GMRFcjZFUejixYtBAPbntt8/n/VYySXwjf2U/fWso1lmc63iOcDG38hGGVVfrmo+/e7pPs4Ep5aIHhFC5O2ViLHrZPc5Ni6vUr7O3U92nWrSam6YPcnvNK/VCQ2rtqFv/5oiBo/pjccfGqU81GuopPGzwv7f7X/D5rDFAfjnVsflNIWvAbCGiGoDGAPgIBEtB/CxEGK3L/KsXbsWBoMBw4YNA5A9z+zHH3+MqlWr4rXXXsPEiRNht9uxceNGvPzyywCAgwcPol27doiLi8Nzzz2H0aNHAwB++uknTJ8+HS6XCy1atMDMmTMhyzIsFgvGjh2L1atX48MPP8Svv/6K5cuXQ6PRoHPnzrm2SH/66afo27cvtm/fnmvulJQU6PV61KpVCwDQqVMnvP3223j88cchSRKcTidsNhv0ej02bNiAChUqoGbNfE2BWyJ5PJ7hSUlJ3yQlJdUDN5AC2S3H+z0ez/DcdvrXswcr8YQQLpLopaR5SdOrTaxm4W52viEbZFR9qar51HunejjPOecR0UAukll+EVGgUWfYGl62WvWnur2l1cjFZ1ZGndaAp7q9JR059x9mL3kbv61Zpkwa955Uq1odtaMByG6t/WrudGuWzToxP31BhBBHAIwiolcBPAHgVyI6BuBjALlXkLlLFkK4r95w4MABNGnS5JqDAgMDERUVhdOnT2PKlCnYsWMHPvvsMwDZXSwOHz6MdevWITMzE7Vr18ZTTz2F48eP4+eff8a///4LrVaLUaNGYc6cORgyZAiysrJQr149TJkyBZcuXcLjjz+Ow4cPg4iQlpZ2Q8j4+HgsXboUa9euvWmBHBISArfbjR07dqBp06ZYtGgRzp7N/uTg9ddfR5cuXRAREYGffvoJ/fv3x/z58/PxMJVcTZo0uQCgp9o5igt+B8GKnsCPzkRnOi8/7VuSXkLV8VXNhsqG+ySDtJKIuIme5RkRVbDo9dubVY6sHp9yXHvmwmG1IxVI7cjGeGPgz1IFS00a+dIj+PT79xSn06F2LPy9+Q+cv5iYAGBJQW4vhLgkhHgHQFUAXwF4GcB/+fgalss5c13e92bbAeC+++6DXq9HSEgIypcvj/Pnz2PNmjXYuXMnmjVrhoYNG2LNmjU4eTJ79UNZltG3b18A2cW3wWDA8OHDsWTJEphMN67b8Nxzz+Hdd9+FLN+8zzsRYf78+Xj++efRvHlzBAQE4PLqaZ06dcLOnTuxYsUKLFu2DN27d8eRI0fQr18/jBgxAjYbj4FhecMFMityQgiP4lBeSJyXaC0Og2qKE0kvocr4KqaA2IA2kkHaTkThamdi/o+Iapt1ut3/69yp6t9jn9dOuq8LZq58GedSTqgdrUAkScIj7cbT2J7T8dfff4j+I7uKnfu2qpbH43Hjk2/fzbLZs54VQuQ6ICivhBBuIcQ8IUQrIUSFfHx9df256tatix07dlyzLSMjA2fPnkX16rlPlazX66/8O2fpXwghMHToUOzevRu7d+/GkSNHMGnSJACAwWC4UuxqNBps27YNffv2xbJly9C1a9cbzr9jxw4MGDAAVapUwaJFizBq1CgsW7bshuNatWqFDRs2YNu2bWjbtu0NXShsNhtmzZqFUaNG4eWXX8Z3332HJk2aYM6cObd+gBnLwQUyU8sCd7L7YuYenvXN1ySNhMiRkYZyXcrVgBb7iaiN2pmY/yKiliaddtv0h/qHTLyvu5aI8HK3rhjZtqX4ZPlYXEyPVztigVUsVx2TBvwkN6nSmcZPfRqTP37Rm2Et+rnYf/1ribDZs/YB+LPIL34LHTp0gM1mw+zZswFkD44bN24cHn30UZhMJgQEBCAz8/bP0R06dMCiRYtw4cIFAMClS5dw5syZG46zWq1IT09H9+7dMW3aNOzevfuGY06dOoXTp0/j9OnT6NevH2bOnInevXvfcNzlazmdTrz77rsYOXLkNfvfe+89jBkzBlqtFna7HUQESZK4BZnlGRfITBVCCEVxKGOT5idZhcKtyL5GRAhsEqjVabTltAbtn0TUQ+1MzL8QEWlleYRZp1uzcMSIwMfuvuua14NpDz5IfRrGKB/9MkakZV1UK6ZP9Gj+GCb0+x4HDxzCg092wdp/V6OoPr1yOO344qdp9iyb9Vl/m4eOiLB06VIsXLgQNWvWRK1atWAwGPDWW28BAO69914cPHgQDRs2xM8//3zT88TExGDq1Kno3LkzGjRogE6dOiEx8caVgjMzM3H//fejQYMGuOeee/Dxxx/nK2/37t2RkJAA4P/au+/wKKqvD+DfO5vdVEoCSAuBABFIKKE3KSJNRIr6owqoCKJRAUFBehMjHUQQASVSVZCudCkqXQJCaAmpJKSTZHuZ8/5ByBuqCSmTbM7neeaR7MzOnF13d87ePXMuMH/+fNSrVw8NGzbEq6++ik6d/n+26NjYWJw7dw69e/cGAIwbNw6tWrVCUFAQBg0alKtjspKLp5pmihFCCMlZCqn6TtW6ZZqXUTocu2LVWhE+KVzuNLQtNehUT7X87e8NFqPlS4vJOqeonaRZ4RNClCrl5Bj0nFuprrsD3netV/nJHcS6LV0un49JEZ++tkK4ORX/9+nxK7uw5/wa8nu+oTzpozmq58oXbBVS0C+rrBu3f79fq8voWaAHyiGeavpBJWmqaZY7PILMFENEJBvkMXe23NHxKHL+kWUZkbMjbfVa1aZen3RT1WxcHVP3feJcoXr5CU5ujr8JITyUjpEpRwjRyM3RMeQ1f/+XL02b8tTkGAD2fRwg1fBwkpftHiebLIZCirLgtPfrhZkDNom7SXox8MOe2Lp3E8lynsqCnygt/S5+3LraqtNrxxbIARhjBYYTZKa0Aza97ebdk3eVjsNuRM2PsrmXLSPeWTpIdf9KdPdKZfD5ro9dW73W9EWNs/q6EKK9wmGyQpZZUvG+q0bz97eDB1Zd99YwJxfNf/c4FkLgzITxKlcHI32zd4JssZkLIdqC5axxw+iei6Sh7T/Hmk3L6Z1x/5MjovP/gsR1v3xrliSxhYhu5vvOGWMFihNkpqj7o8jxP8frycqjyHkVuzGWEE+q0etHSBqnB3vYqh0dMGBmH8cR37xZ3rmU0z6Ns+YLIQT3Qi8BhBClSzk57qxZvvz8fyZ/7jK4RYtcNSCXJAmXp32uMpruYM2BGbIs20eL7YbebTF70M+Sm6go3hn3P6zZ9LVsseTPF4A7ibHYuf9nm96gn5QvO2SMFSquQWZFgspFdbJSv0otPV704JlDnlHKiRQkbU7CZ1sD4Fnv6T+bpyWk47uADbrbV+NuGnWmPkT06CXnzC4IIZq4ajR7BjRv5v51/35OzjkYNX6SdL0BNafNkmtWbk5DX5yoelKv3OIoIv4q1h6ZaXNy0kgzPpkn6tf1z9P+Ziz6zHD81OGvjSbDhPyJMH94eXkdcXNz81I6jqJCq9VGRUVFdfrvLVlJwwkyKxKEEM0lF+lYnQV1nFUuT24Qzx5PF6pDzMIYjFg2GA07++boPrIs48CqY9a9yw4ZLUbLewA28wV89kMIIalVqg81KlXgmqFvOg1o1ixfstk7aWl4fvoXcjOfbvR6mw/s6s0qyzK2nVyBUzd+R/eOvWwBb49XuTrnfr6dW1GheHd8/wyT2ViNiAq/rxxjLM84QWZFhspZtaFs27JvVBlSxfG/t2b3We5aEDElnF7+4CXq/v6LuS6birgYjbVjNukykrQXjFrTW0RUPGeHYFmEEH6lnZx+9PLwqLN91EjX2s89l6/7vxkfD/8v5lOnRgOoe5PBdleql5h2G6sOTLEZLOmqKaPnok2zDrm6/9gZI3Tn/z0z3Wq1LCygEBljBYwTZFZkCCHKC424VWtqrVJO1ZyUDqdYkK0ywifesjVoWw9vLx7wzD952yw2HFp73LZ32SEzyRRoMVkDiaj4X41VwgghXF006lmSkN4P7NvHcVT7dpJKKpj89VxEJF5YuJT6tBqFdr6v2k+tRTYHg7fgwMWN1KxhK3nCBzNU7mXL/ed9zl86hc+++DDRaDJ4EZHyc1wzxp4JJ8isSBEqMcqpmtOCWjNqudpTfWNBCZ8dbivv6i4+/eUDyUGT9+vtkmJSsGHCVl34xagkk848hIhO5EOYrICJe2+Wnq4azZrufn5uywf0c6lUpuB7Fh8KuYpXVnyHwR0+o6a1O9rlG1ZruItv90+xJaRHqca8+zn16NRHPOmzyWQ2of/7L+sTk+MHENHuQg6VMZaPOEFmRYoQQiU5Sf9WfrNyXfcX3O3yhJtfbq+9TfJ1K6bu+0S4uee+TvJJiAgX9l3Gxknb9FaLbYdJZ/qUiGLz7QAsX2WWU6wq4+zs//3QIa6d69Ut1OP/dO4chq7biBFdZ6FetWaFeuzCdPbGIWw7vZy8vWrRlNFfSp6VH73ObfWmr62/7NlwWKvL6K5AiIyxfMQJMityhBDNJefMC/Zc7eoaoHyTdCAJqTtS8Pmuj1GpVv7Wl95nyDBiz5KD5uObTtkAfGsxWuYQUUqBHIzlmhCigpujY6AABs7q9apjQMcOklqlzPtlxdFjGLt1Jz7qOR/eFXN2kWhxZLaasfbgDDk0/qL0Tr8P5AF9hkkOqnu/3ETeDsfbY9/Qm8zGOkQUo3CojLE84gSZFSlCCBcAjpKjtLB0i9IDPYd7cjHyQzKuZiB2aSze/24YfNs9X+DHS427i12LDhjP7Q62EdE8q9m2iIi0BX5g9lhCiNJqleoDB0ma8nab1g6ze73q6OGaf78gPKuZu/ci8MAf+KTPMlTx8FY6nAJ1PeYCfjw2Vy5TpoyYOW6+8PGui/cmDtZdDwuZZrGYFykdH2Ms7zhBZkWGEKIngOUA5gPYIDQivMa4Gu6udZQ/+RcV5kQzImZE0GufvYyOQ9sWaglK/K1EbJ/3uz7k2HWL1WKbJtvkVURkKswYSjIhRBVntXo8gJHdfH3F3D69XP5rmujCFrD5J1p36h/x2WsrUL50FaXDKVCyLGPz8YX0T/hR4e/XVP732oVQvUHvR0RWpWNjjOVdiU+QS2LT9KLWGF0I4QlgGYAGAN4nokOZt/dVe6jX+wT6uEoau+sklWuyWcatiWFy827+NHju64rVnkSHxGLrnN3a8OBok9Vi/Uq2yquIKF2peOydEMKvlJPTVKvN1vvtNq3Fp126ONYo/9/dFJTSf/Va2n81AhNe/1aUdvFQOpwCdyM2GCt/n0gWq6UzER1ROh7GWP4o8Qmyr69vaEhISC2l4yhMvr6+YSEhIbWVjiNzmuMPAUwB8A2ALx9ui6RyUf3u0cnjpUr/q6R+3D5KklvTbtmqVKwoxm4aKakclK/Njvw3Bvu+OaK/fPQahCTWmA2WxUQUoXRc9iCzTUKHMs7OMwFqPq5zZ3VAxw4ORaGUIideXLTMduVOuvTpayuEi2MppcMpUN/tn6a/FnPuO5PFOFbpWBhj+YcTZE6QFSGEaAZgFYB03Bs1vvaE7aoIjbhRa2ot15LcGzn6m2jZIU4SU/aOEc6lnZUO5wHJMak4tPa46a+fzpDKQfWnIcMYCOAIz8qXe5lfGl8v4+w0o5SjU7Wpr/RwGdqqpXBSF6/vh7Iso8ncebZkg1qM7b1UclQXrddsfrkY/id+PPLlbZPV6ENEBqXjYYzlH/7d+iF37tzBgAEDUKtWLfj6+qJHjx64ceMGIiIiIITA119/nbXthx9+iHXr1gEA3nrrLXh7e8Pf3x9NmjTByZMnH9n38ePH0aRJEzg4OGDr1q0PrAsKCoKPjw98fHwQFBT02NiedP/r16+jadOmaNSoUdZxrVYrOnfuDL1en9enJF8JIUoLIZYB2ANgKYBOT0qOAYCIYslC46JXRetILpn5VsLuBJiuGqUxG0cWueQYAMp5uqP/9N6O885Oc+rz2csvlfN03+Ho6hjjoHGYKYQoUV8+n5UQ4nlHtcNsN0fH2MbVqq0JGjasbuTcOa4j271Q7JJjAJAkCecmjldphJZW/j5JttosSoeU7/SmDGw8tkBvshoHcnLMmP3hBDkbIkLfvn3RsWNHhIWFISQkBHPnzkV8fDwA4LnnnsPSpUthNj9+grH58+cjODgYgYGBeO+99x5Z7+XlhXXr1mHQoEEP3J6SkoKZM2fi9OnTOHPmDGbOnInU1NQc33/VqlUIDAzE1q1bsWDBAgDAypUrMWTIELi4uDzTc5HfxD1vAAgB4ALAj4h+zNEoI2G1Jcnyb8KOBPs7y/6H9AvpSN2bioC176CCV9GtOwUAJ1dHdHiztZhzfKLb6PXvVmn7v+YTnFwdL7uUcb4sJBEghKigdIxFiRCiskqSxrq7uFwr4+wcPOKFFz47MnZ0hX8mf+7W278RpAKaAa+wODg44Mq0z1VaXQytPTjLJss2pUPKVz//ucxok60beTIdxuxT3qfesiN//PEH1Go1Ro0alXWbv78/ACAiIgIVKlRA27ZtERQUhBEjRjxxP+3bt0doaOgjt9eoUQMAHjnx7d+/H126dIGHx70LWrp06YJ9+/Zh4MCBObq/Wq2GwWCAXq+HWq3G3bt3sXv3buzfvz9Hj7ugCSG8ca87RQ0AA3N7QiEiWQjxetK+pBA3X7cyrnWLRx1mXhnjjLizOo4Gzu4DnxbexWbSFCEEajaujpqNqzv2n9EbIX/e8Pv753NfXf7j6kKXMs6nDenGNQD2E1GC0rEWNiGEtwB6OwvxvkalqvVGkybmt1q3cn6xzvNwUKiHcUFy0mhwdcYkVc0ps+RNxxfZBncY/8zToRcl50KP0KWIv5PNVuMnSsfCGCsYnCBnc/nyZTRt2vSp20ycOBEvv/wy3nnnnSdus3v3bjRo0CDHx719+zaqVauW9benpydu376d4/sHBARg6NChMJlMWLVqFWbNmoXJkydD6ROREEINYByA8QAWAuhLRI8ffv8PRBQrhBgQtTxqm8+XPi4Opez7pWvVWxETGC23G9iK2rzRvNhmTiq1Cg1erIcGL9ZzNepMuHjgSvvTO/5pfPP0LY1LGedoi9GyzWq2/QbgJBHZ3S8EQggJQCO1EK85CTHIVZKqdHJzo9pqjfManRZBbw11tsfEOLuyLi64NHWCVG/mXHnn6TK2Pq1GFusHnJQei83HFxnMVmMv7gfOmP2y7yyjAHh7e6NFixbYtGnTI+s+/fRTzJkzBxUqVMDatWtzvM/HVRnkJrn18vLC0aNHAQChoaGIjY1F3bp1MWTIEJjNZsyePRvPP//ohBJCiEAAw3N8oNxzBPAXgBZEdCuvOyOifZKTtDp6ZfSIGp/WcFH6C0BBkWUZUXMibTUbVRevT3qlWCcT2Tm5OqJl3yZo2bdJKZvFhlv/RNa+fPTauOADV95PjknRuJZ1+VufZtgG4CSAy8UxYRZCVAbQUi1EaxchOqmFqF9WUlm7lyql6VKqlKaxszNUma/bIL1OPn4zVOpUt46yQRcCT3d3nJnwidT0ywXk5lRG7uzfv1jWj1htFqzaN1VntVmmENE/SsfDGCs4nCBn4+fn98jFc48zadIkvPHGG2jfvv0Dt8+fPx9vvPFGro/r6emZleACQExMDDp27Jjr/QDA5MmTMWfOHCxbtgyDBw9GjRo1MHPmTGzcuPFxm0/HvZHdgkIAkvOzmwGZ6DPDLUPn5P3Jdct3L283yWN20Uui5VJOrtJ7K4eK4l6H+iQqtQo+LWvCp2VNh74TepROT9Li6p83Ol3+41qrsHMRtrSEdCfXsi63bBbbnya9+S8A5wBcLUqTMAgh3AA0A9CijCR1NhM1dRbC1dfJydTCxcWtoZOz1MDJCR4Oj/+Y9ZNUYsPpM7ZOdevY5ev4YfUqV8YfYwJEh0XLhYtTKWpTt0ex+4a78/Rqc6o24ZRNti5VOhbGWMHiBDmbTp06YdKkSVi9enVWjfHZs2eh1+tRvXr1rO3q1q0LX19f7NmzBy1atMjzcbt164ZJkyZlXZh34MABfPnll7nez7Fjx1C1alX4+PhAr9dDkiSoVKondrLInAUtMS+xFzYiMgshXo3/Nf6Sax1XN2fvotfVIS/u/HwHtkirNOb3j+DoolE6nEJTurwbWvZpgpZ9mrgAgFFnQvSV2DqR/0bXCTsX0T/8QhRlJOscXcu6RAG4ZtSaLso2OQlAMIBoALcf7qGdH4QQrgCqZS5eEuDlJkm+BLRwACrX1Djqm7k4Ozd2dtE0cHJCNbUaQgjHnOx7uLu7+OjCBdV3bw6yy/rjx2lZsya2jxqOPt8uF66OpdHI+wWlQ8qxkKgz+Ovq3gyz1difWxgyZv84Qc5GCIHt27djzJgxCAwMhJOTE2rUqIElS5Y8su3kyZPRuHHjXO3/7Nmz6Nu3L1JTU7F7925Mnz4dV65cgYeHB6ZOnYrmzZsDAKZNm5Z1wd60adPQrFkz9OrV64n3B+6VacyZMwc///wzAGDkyJEYPHgwrFYrVq5cmYdnpeghonAhxDuRSyLX+QT6uKic7SO5uHvqLtL/SMMnm0fBvXJZpcNRlJOrI3xaeMOnhTc6D2/vBgD6dAPiwxJrJ0Qk1U6ISOpxZPlhqbKDWnfXZqM0m83ZSZIMjkIkSEJEg6AjkIUACwHmzP9abERmGTDJRGYrYAZgBWBTC+HuLISnJEQlIipvAzzMRGUcAI27SmWopFbL1dRqBy+NxrmKg1qq5+QEH0dHaIQo86yPsYWrK9TJSSWmzOK+l+v7Ye2bAzF8w1y81/0L1Kmau89RJaTpkvHD4TkGs9X4OhElKx0PY6zg8UQhPFFIsaVyUv3gVt+tf7UPqzkX93pkQ6QB0YFRGDqvHzXr2ah4P5hCYLVYMfr5STjr8zycJAkyEZJtNsRbLYi3WGEigpUIVhBsBNgy/23N9m8bARYisoGotKSS3FUqlFWp4K5Swd1BhbLSvb8L8rX1Xkw01W7YUP5+2BD7+JaXC0sPH8GE7Xvw8asLUf25ukqH80SybMPiXWP1MUmhi81W4xSl42GMFQ4eQWbFlmySP9Be1rZPPZZaw6OjR7Et1rVqrYhZGCN3GdEBzXo2KraPozBFX4mFiyTBKbNGWxICFRwcUMHBAfVzN+GiyFwU8a67h/iwhJVZ3Df6pU5IyNBi0Z5PMb7vclRyr/7fd1LAgQubrXEp4VctNtN0pWNhjBUePhmzYouIDLJJfjVuU5zReDvfy08LhWyVETkrwlavtQ/1HNOF3485FBEchUpqtax0HHnV3NUVaiHk4zcf7ZteEnzRpxfebNGYFu8ag5SMeKXDeUTYncs4ELxJb7To+xCRfc10whh7Kj4hs2KNiELIQh9HLonUyabily9FLYiSPTzKiuFLB9rFBAqFJebaHXip1XZRH+YnSWLD6TMlNvlaPWSw6FzHW16082PKMDw6g6hSUrWJWLVvisFsNQ0kohil42GMFS5OkFnxR/jelmHbH7M6xkBy8cmZYtfHEhJJGv3jCEntqFY6nGIl4VYiamk0dvH59a67h9h64YLKaiuxOTJ2vP+e5FfJnRbvHEMGk/Jzb5itJnzz2wSdxWr6goh+UzoexljhK/E1yFqtNsrX11fpMAqVVquNUjqG/EREJIR4U3tZeyp+W3zdSv+rVOT7o6UcTYH27wzx2bYPUbpCKaXDKXa00alWL42TXXx+NXd1hTopscR1s3jY8XGjpYZzAm1f7/lUjOm9RNI45KhbXr4jIqz/I9CQqk08YLGZ5yoSBGNMcXZxgsmLqKioTkrHwPKOiAxCiM4ph1IuaipqKnq0L7oX7elCdUj8KREjvh4Mz3qVlQ6nWDKm6SXP8vbzxcJPpRLrT58uMZOGPI4kSQie9Jmq9vTZtlX7Jts+eDlQpVIV/inqYPBma0j02UiTxTCY+x0zVnIV2SSCsdwiokTZJL8YtyFOp72s/M+0j2NONSN2yW16dUwXueFLJeuXi/xkNFmlquoi/0NBjr3r7iG2XQgu0WUWAODg4ICQ6ZNVqekR4ocjX9hkKtzrCi5F/IV9/2zIMFkMXYjIUKgHZ4wVKZwgM7tCRNfJTD2jvo4yGKOLVmcL2Sojek6Uzb9LfbnLiA783ntG+nQ9zLKMSk+Ywrk4au7qCjVQYrtZZOei0eDK9M+l8DsXxE8nltoKaxA3KvEG1h2eqzdbTd0ANBZCzBNC2M+LjDGWK3ySZnaHiI7LZvnd8HnhekuqRelwskR+GWmr6FlBDAl8gztW5MGtf6JQ1kFFKjt7Du+XWSgdR1FQ3s0NFyd/JgXf+kPac/aHAn9OUrWJWL73M4PZahxCRGcBHAfQEMBeIUTZgj4+Y6zo4QSZ2SWSaZNslL8KnxeusxmVzzliVseQg1YlfbRuuOSg4UGpvIj8NwZVHIp/D+SHvevuIbb9U7K7WWRXvVw5nPpsjDh2+VfpyKWtBfb/22jW4+s943Vmq3EWEf0KAESUBqAngGsATgohiv3Mo4yx3OEzNbNbZKHZ1hTr81HLovrWGFfDRaiUGXFM3J8IQ7BBfL7zI7iWdVEkBnsSe+MOamrsp/74vuaurlAnC/nYzZvSS3WL7tTLhal+1ao4+PH7ovPSFcLVqQy1fL5Lvr6JrTYLvts/VZ+mT95utVm+yr6OiKwARgsh3gPwpxBiIBH9kZ/HV4KXl9cRNzc3L6XjyAutVhvFF9izgsYJMrNbme3f3jbcMtSI/TG2WZW3qjgWdmlDxpUMpGxPwQer30KlWs8V6rHtVXJ4stxe42iX3R78JJXYcPqM7aW6de3y8T2LF3xq4+cRb+F/qxcLF40rGtRoky/7tck2rD040xCZeOOEyWJ450kdK4holRDiJoAtQogpRLQ6XwJQiJubm1dISEgtpePIi5LWmpUpg0ssmF0jIotslF9JO5UWk7wv2VqYxzYnmhG3Io5en/QK1XvBpzAPbdf0cWmyp9o+J1bhMovH69WoIb4d2A8/HJ6D0NhLed6fTDLW/xFovBF78bzJou9NRE+9WIGIjgBoB2C8EGIxX7zHmP3jBJnZPSJKk03yi/Hb49PTzqQVyiXxslFG1NxIuWWfJnLHIW3s62oyhZm0RsleE+Tmrq5QS0I+dvOm0qEUOW+3bY05vXpg5b5JiE569ueHiPDTiaWmfyNPhZgs+m5EZMrh/W4AaAWgPoBdQogyzxxEEaJSqeDv749GjRqhSZMm+Pvvvx9Yv3jxYjg5OSEtLe2p+0lPT0fVqlXx4YcfPna9yWRC//79Ubt2bbRs2RIREREAgOvXr6Np06Zo1KgRTp48CQCwWq3o3Lkz9Hp93h8gY8+IE2RWIhBRNJnppZg1MRlpZws2SZZlGRFzI2xedapiwIze/FN5PjNYbHabIAP/X2ahdBxF0addu+Djjm2xbPc4xN+NzvX9iQg7Tq0ynws9fMtk0XciolxlYESUCqAHgHAAfwshauY6iCLG2dkZwcHBuHjxIr788kt8/vnnD6zfvHkzmjdvju3btz91P1OnTkWHDh2euH7t2rVwd3dHaGgoxo4diwkTJgAAVq1ahcDAQGzduhULFiwAAKxcuRJDhgyBiwtfs8GUwwkyKzGIKJjM1CFmdUzG3dN3CyxJvr3ituxMjtL7370lqRw4P85PSTEpAICyKvt9XrnM4unmvf4a+jVtSIt3jkGqNiFX9933zwbLn1f33DZZDO0yO1XkGhFZiCgAwArcS5LbP8t+iqL09HS4u7tn/R0WFgatVos5c+Zg8+bNT7zf+fPnER8fj65duz5xm507d2LYsGEAgDfeeAOHDx8GEUGtVsNgMECv10OtVuPu3bvYvXs3hg4dmn8PjLFnwHVUrEQhomAhxAu3194+ARmly7Yum6/lDwk7E2C+bpI+3TsGzqWc8nPXDMCt85Go4OAgCyHs9ss9d7P4b+uGDRGJ6SvkRTtHiwmvfSvcnP+72uHIpa22g8FbEs1WY1siSs5rDET0jRDiBoCtQoiJRPR9XvepBIPBAH9/fxiNRsTFxeHIkSNZ6zZv3oyBAweiXbt2uH79OhISEvDccw9ebCzLMsaNG4f169fj8OHDTzzO7du3Ua1aNQD3ZkwsU6YMkpOTERAQgKFDh8JkMmHVqlWYNWsWJk+eDO4Vz5TGCTIrcYjoXyFE29s/3P6TZCrj3tY9Xz6J0/5JQ+rvqRi9fgTKV/PIj12yh0RduQ1PtVqGnf/6VV9SiR9PneZuFk+x96MPpJaB821Ldo8V4/ssl5w0T/45/u9rv8l7zn6fYraa2hBRXH7FQEQHM0eQdwshRgLIUT2zQr4lokeGge+XWADAyZMnMXToUFy+fBlCCGzZsgXbt2+HJEl47bXX8MsvvyAgIOCB+69YsQI9evTISn6f5HFNQoQQ8PLywtGjRwEAoaGhiI2NRd26dTFkyBCYzWbMnj0bzz///DM+ZMaeHSfIrEQioitCiDaxQbF/QUYZ93bueUq4jLeNiF9zhwbN6YvazWrw0EcBuROWgIYajV0nxwAw3N1DfHghWLV2yJtwsONykrw6+dk4le+subblez+TR7+6SFI7PNof+8zNQ7T1r+VpZqvpBSKKzO8YiOiaEKIpgMb5ve98duW/NmjdujWSkpKQmJiIO3fu4ObNm+jSpQsAwGw2o2bNmo8kyCdPnsSJEyewYsUKaLVamM1muLm5ITAw8IHtPD09ER0dDU9PT1itVqSlpcHD48GBhMmTJ2POnDlYtmwZBg8ejBo1amDmzJnYuHFjXh87Y7nGCTIrsYjoqhCidez62L/JRmU9Ono8U+Jl1VsRPS9a7jC4DVq/3szukzclpUUk22poNHafMXKZRc5IkoRLUyaqak2dZfvuwDR5VPcvJJX0/y+PP0N22349uTLNbDW1z+xCUSCIKB3AsYLaf2G5du0abDYbypUrh8WLF2PGjBkPXLTn7e2NyMhIVK9ePeu27MnrunXrcO7cuUeSYwDo1asXgoKC0Lp1a2zduhWdOnV6oIzi2LFjqFq1Knx8fKDX6yFJElQqFXeyYIrhkzkr0YjoOpmpVdymuNSUIym5ns5WlmVEzY601W5cg/pOfJnfTwXMkKiFp9r+ZtF7nPtlFkrHUdRpHBxwdfokVULqDfz4x5c2me69jQ8F/2T99eS3yWarqSUR/efoaUl1vwbZ398f/fv3R1BQEFQqFbZs2YK+ffs+sG3fvn2xZcuWHO972rRp2LVrFwBg+PDhSE5ORu3atbFo0aIHkmgiwpw5czB16lQAwMiRIzFx4kS8/vrrGD9+fD48SsZyTzxh8iDGShQhRC2hEScr9avkUa5zuRyPUEYujJRd9E5i0q7RwtGlZCRuShrv8zlt9PQSPo6OSodS4M7qdPgwMQEpixZwmUUOJKSnw2f6F3Ljmi+Rk8ZV/uPfbfFmq7ENEeW+H5wd8/X1DbWDmfTCQkJCaisdB7NvPOLFGAAiCiMztbzzy53kpP1JORq1u/PTHdiirdKYDSM5OS4EVqsVBqtNVLXjHsjZNXd1hUaS5KM3eNKQnHiudGmc/3ycdOrGPtXRf7clmq3GppwcM8aeFSfIjGUionAyUYuEXxMSE3cnWp/268rdk3eRfjQNo4PehXslu5hQq8iLCYmDsyTBRSo5H1t+kiTWn+Yyi5wwW634fMdOg1qS/zFZjY2IKHdNkhljLJuSc6ZhLAeIKFI2yc0T9yZGxn4fayTbo0myIcKAhB/jMWx+P6re8OmtjVj+ibgYjYpqh1zXiRdnw909xPYLwTxpyH/QmUzouvRr/f6Qq39rTeYXiChJ6ZgYY8UbJ8iMPYSIYmSj3CTtbNqZiPkRepvh/5MTa4YVMQuj5a7vdZSbvtKI27kVopirsfBSa0pUgsxlFv8tPj0dbeYt0J2PitqZYTR2JyKD0jExxoo/bvPG2GMQUboQ4iVDuGF12Iyw/3lP8HZVlVYhcnaEze+FOnjl48581VQhS7iVRB1KQIu3h90vs+hcjycNedjFmBh0Xfq1Xmsyfq03WyYRX3X+n7RabZSvr6/SYeSJVquNUjoGZv+4iwVjTyGEEEItJkiO0lTH8o5OHi5lMOHXDyW1Y8m4UKwomdlmrvUD2cnh9bJllQ6lUJ3X6/B+QgJSuZvFA3YGX8Tg73/Q6y2W4bIs57z3GGOM5QCXWDD2FEREslkOtGltw4wxRnR4sw0nxwox3jVIJaWDRXZNXVzhyGUWWYgIc3/fZx30/Q8pOrP5RU6OGWMFgRNkxnKAiLbKVrnlL7N3Je9ZctDCv7wUPqPJIlXTlLwEGeBuFvcZLRYMXPu9IXDf/lC92dyQiM4oHRNjzD5xgsxYDhHRObPB0uDQmuPXVo4M0pv0ZqVDKjH0GUaYZBkVHUpmgjzCw0P8WsK7WcSnp6PVV/N1v12+cjjDZGpKRLeVjokxZr84QWYsF4gozqgztbh+Mmz33FeX6lJupyodUokQfiESZVUqchAls3FISS+zOB8ZhYazv9DfiI9fmmE09iYivdIxMcbsGyfIjOUSERlNOtPA5JiUmbO6LzJcOhSidEh2L/JSDKqo1SWqxdvD6kuS+PHUqRI1hExEWHL4iK39wkXaJK12mN5snkxEJfp1wBgrHJwgM/YMiIgsJut8o9bUZc3HmxI3TfnVZDFZlA7LbsXdjIe3pmRP5/2uh4fYHnyxxJRZpOr06PnNCv20Xbtv6s1mf5ssb1U6JsZYycEJMmN5QER/mQ3mOmd2Xjg4u/tiXezNeKVDsktJtxLlmmpNif68ul9m8cf1G0qHUuDOhEeg3syZ+uM3QzdkmEz+RBSmdEyMsZKlRJ9wGMsPRJRq1Jp6JcWkjA3svUx/YvNpmbtc5C99XJpcTaMpmQXI2dS3824WRIQFBw/ZOi5arI1PzxiSYTS+R0QmpeNijJU8nCAzlg+IiGwW22qzwdJs6xd7bq14d51el8bXEeUXY4apRPZAfpg9l1mk6HTovmy5ftaevdcMFktDIvpV6ZgYYyUXJ8iM5SMiumrSmRrcOBW2fnqn+frQs+FKh2QXDBar5MkJst2WWey/EoI602fq/woLW5dhMjUhIn7jMMYUxQkyY/mMiIxGnWmUNkXXf9nQNem7Fx+w2Kz2N+JXWFJup4IAePA0ywDulVlsOH3GLl5QaQYDhq0LMry+6rvEJK22t9ZkCiAibjDOGFMcJ8iMFRAi2mM2Wuod/v7E+a9e+0Z3JyxB6ZCKpbB/IlHBwYFECe2B/LB3PTzEr8HBKksxL7PYfyUEtadO1/96IfgXndlcm4gOKR0TY4zdxwkyYwWIiGKNWlPb29fipn7Rc6l+16L9Vm4HlzvRV2LhWcJ7IGeXNWlIMS2zSDMY8Na6IOP9UeMMo3EYEaUrHRdjjGXHCTJjBYyIZKvZuthitNQ58sOfh6d2nKe/9neo0mEVG3dC4+GtLtk9kB9WXLtZ3B813nYh+GceNWaMFWUOSgfAWElBRDEAugsheq14d93aBp3quvaf0ce5dHk3pUMr0lIjkmw1HTVcgJzNCA8PMSr4ospis0FdDGqzk7RajP1lq3H7heAMndk8iBNjxlhRxyPIjBUyItplNpi9/z1ydc3Ujl8Z/txymmSZKwiexJCoBbd4e1CTYlJmYZNlfHv8BNWcMs2wI/jiDzxqzBgrLjhBZkwBRKQ16c0fm3SmNlvn7AkJ7P21LvbGHaXDKpJMejO3eHuM+pIkfizCZRbnIiPhP+cL3YRftwdnGI2tMozGD7jWmDFWXHCCzJiCiCjYqDM1irkaN+HL3l/rfg3cazYbuMvVfbIsQ2+1iapcg/yIER7lxI7MMouiJD49HUN+WGfosHBR2pXYuIB0o7EpEV1SOi7GGMsNTpAZUxgR2WxW2zcWo8Xn+MZT+ya98KX+r5/PEPdOBm5fi4OTJMFV4o+qhzVxcSlSZRZmqxXzDhy01ZoyzbD9QvAavdlSnYAEANWVjo0xxnKLzzqMFRFEFGfIMPbWpui6/jJ79z9TO3ylO//bJRCR0qEp5taFKDzn4MAF2k/QQKVSvMxClmVsPnsW3pOn6ub+9vsJndncWGsyfUxEaQB8AHwnuIk1Y6yYESX55MtYUZWZUHRzcnNcWrZSmSr9pvZyq9fOByUtz9g0+VdIuy5bV1T15I47j/GPXo9RCfFIWbSg0LtZEBH2/PsvPvllmzYhIyMy3WgcTUSHs28jhFADCAYwhYi2F2qAjDGWBzyCzFgRRPfsM2pN9e6EJgxf9cGPt796bbn21oVIpUMrVPHhiVRLzS3enuR+mcUf168X6nH/uH4d/nPmagd//0N4aGLi4HSjscHDyTEAEJEFwEcAFgshXAo1SMYYywNOkBkrwohIJqKfTTpzjYiL0WOXDP4uZdnQNbrb10tGx4uMqBSbl0ZTsobNc6mBSiXWnz5TKGUWp8PD0XbeAm2vFd/GXbp9e2SG0VSbiHbRU36KJKIjAM4AmFAYMTLGWH7gEgvGihEhhJPkIH2oclBNa/hSPYc+n73sXMGrnNJhFZhJflNt8z2eU7V2dVU6lCKrMMoszkZEYOquPbo/Q0NNRovlcxvRD5mjwzkihPACcAFAcyK6VSBBMsZYPuIEmbFiSAhRWu3o8CmAT+q/WBcvB3Ry8arvqXRY+e6TWhOxvXoNVNNwm7enaRcVKW8aMVzq6uubb/uUZRm/X7mCmXt+04bExRmNVusXNln+loiMz7I/IcRk3EuQ++RbkCzXvLy8jri5uXkpHUd+02q1UVFRUZ2UjoPZD77whbFiKHPChalCiAUXD4W8d+XY9QlV61TW9Pj4Jbf6HevaxcV8Rq0RRllGJZ4k5D/dL7Po6uub5yFkk8WCjWfOYvZvv2lTdPo76UbjdAC/5GbE+AkWArgshOhORPvyGid7Nm5ubl4hISG1lI4jv/nm45dDxgBOkBkr1jJbac0TQiwJD47qt/bjTTNcy7pU7PHhS27NezeGxqn4JpfhF6NRRqUitT1k+wXsXXcP8d6FYJVlqO2Zyyzu6vVYcey4bf7Bg2YiXEgzGKYDOPy0+uLcICKjEGI0gGVCiAZEZMqP/TLGWEHgi/QYswNEZCaiDUatySc5JvW1rXP3HPu02Uzj1i/2mJNiUpQO75lEXopGZbWaeyDnQBMXFzipVM/UzSIkNg4fbvnJXGXC58av9h/YfldvaH1Xr29LRIfyKzm+j4j2ArgOYEx+7pcxxvIbJ8iM2RdPAD76NENHk87c4PimU6tndl6gXzZsje7aXzeL1aQjsdfvwJvLK3KsgUolfjyVs0lDdCYTfvj7JPznfJHRPPCru2v/+nuJwWJ5Ps1g+B8RXSzgUMcC+FQIUbWAj8P+Q3JyMvz9/eHv749KlSqhatWqWX/Hx8dj0KBBqFmzJpo2bYrWrVtj+/btCAgIgL+/P3x9feHs7Jy1/datWx/Z/88//wxfX1/4+flh0KBBj41h8+bNaNCgARo2bIju3bsjKSkJAPD111+jfv366NGjB8xmMwDgzz//xCeffFJwTwhj2fBFeozZESHEUgBGIpqQ7TY3CLzp5Oo40dFFU75tvxZOLfs2UVWsWUHBSP/bvN7L5J63jWJU+fJcYpED/+j1eC/+DlIXL3ximcX5yCisPH7cuPnsWWhUDqfuGgyLAfxGRNbCjFUIMQdATSJ6fNbECoyvr2/o42qQZ8yYATc3N4wfPx5EhDZt2mDYsGEYNWoUACAyMhK7du3CRx99BACIiIhAz549cfny5cce5+bNm+jXrx+OHDkCd3d3JCQk4LnnnntgG6vViipVqiAkJATly5fHZ599BhcXF8yYMQONGjXChQsXMHXqVLRq1Qo9e/ZE9+7dsWXLFri7uz/ucYWFhITUzvMTxFgmrkFmzE4IIcoAGAKgUfbbiUgL4FshxCqj1tT00NoTbx9cc/zNcp7uot3Alm7NX/UXpSuUUiTmp9HFpsmeGjf+jMqhbGUWD3SzuKvXY9PZc7T08BHt7bS7RovV9o3ZZlurI3OMguF+CSBECNGeiI4rGAd7jCNHjkCj0WQlxwBQvXr1rOQ4J1avXo2AgICsZPbh5Bi4NxsjEUGn06FcuXJIT09H7dr/n+NaLBbo9Xqo1WqsX78ePXr0eGxyzFhB4JMPY/ZjOID9RBT9uJWZ9aTnAJwTQoy+E5rQac+SgyO3f/X7KzUaVbO8MKBFKf+ufnBycyrUoJ/ElGGUPCt6KB1GsXK/zKJtrVqq3Zf+xQ9/n9Qeu3lT7aRWH0kzGJYAOEREitd1E5FOCDEewHIhRCsAhTLRSQlnzmlN+ZUrV9CkSZM8HezGjRsAgLZt28Jms2HGjBno3r37A9uo1WqsXLkSDRo0gKurK3x8fPDNN98AAMaPH49WrVrBz88Pbdu2RZ8+fbBvHzc/YYWHE2TG7IAQwgHAxwD652T7zJ/UDwA4IIRwCT0b3iv2xp33N0za1rJBx7q2Nv2au/i2ex4qtXKzPBvMVqkq1yDnmE6W4evoKFafO6/a9s8Fk7NGcy5Vr18NYIfRYklTOr7H2ArgTQCpSgdSQowFsOJZ7hgQEIA///wTGo0GZ8+ezdF9rFYrbt68iaNHjyImJgbt2rXD5cuXUbZs2axtLBYLVq5ciQsXLqBmzZr46KOP8OWXX2LKlCkYMmQIhgwZAgCYOXMmPv74Y/z+++/48ccfUa1aNSxcuBCSxJdRsYLDCTJj9qE3gFgiOp3bOxKRHsAWAFuEEBUuHLjc7/rJsPdlm1yrwUv1qGFnX+d6L/jAzb3wZrO7G58GmQjlC2hmOHuRZrPhmFaL3enp2rMGvdpJiH8ssrzbIsurDRZLktLxPU3maGZvpeNgj/Lz88O2bduy/v7mm2+QlJSEZs2a5Xgfnp6eaNWqFdRqNby9vVGnTh3cvHkTzZs3z9omODgYAFCr1r2S6H79+iEwMPCB/cTGxuLs2bOYPn06WrRogZMnT2Ly5Mk4fPgwunTpkodHydjTcYLMmH0YA2BxXndCRIkAvgHwjRDC++yu4FeuHL/+hklnbvVcjfIm/25+rvU71lXVaFQNKoeCS17DzkeinNqBBPdAfoCVCJcMBvyl19kOZ2h14WaTk7Mk/Zkuyz8C2G2S5eLZ048VKZ06dcKkSZOwcuVKvP/++wAAvV6fq3306dMHmzdvxltvvYWkpCTcuHEDNWvWfGCbqlWrIiQkBImJiahQoQIOHjyIevXqPbDN1KlTMXv2bACAwWCAEAKSJOU6HsZyixPkHLC3qTl5Sk77IoRoBsALwPb83C8RhQNYjnt1oo5xN+PbJkUn9zz64999bBZblTqta1sadfF1821fBx5VyubnoRF1+TY81RoZQIkeQiYiRFksOKnT4bBWm3HOoHd0FCLaRLTLdK+n8F9mm+2Zpn5m7EmEENixYwfGjh2LefPmoUKFCnB1dcVXX32V431069YNBw4cgK+vL1QqFebPn49y5coBAPz9/REcHIwqVapg+vTpaN++PdRqNapXr45169Zl7ePChQsAgMaNGwMAhg8fjgYNGqBatWqYPn16/j1gxh6D27zlwJPa4hRX3A7HvgghNgAIJqIFhXjMygC6Opd2fs1qsnQqVd6NGnXxc6zTuramekNPlK1YOk/TXa8YuQ51z8TaZlSqVKIS5PsJ8b9GA07p9cZjWq1NL8sWlRAHtLK8E/cusktQOk5WfNnb+ew+Pq+x/MYjyIwVY5mTLfQA8GFhHpeI4gAEAQgSQkgpt+82Ob7hZI8zOy50NRstDR3UKgev+lUttVt4u9VoWE2q3sATuWkllxqRZPPWaOw+OU6xWvGv0YiLRoPtjF6vu2o0OgpAqxbiXLos7yPgIIAQkmUeyWCMsULECTJjxdsHADYS0V2lAshsG3Yuc5klhBAWo6Xa9ZNhzcLOR7R0dHHsaNKb6zu6aqh6A09b7eb3kmavBlWfeOGfMUGLqq720+9UJkKc1YJwsxk3TSacNxgygg0GKUOWJRch/tXLdMQCOgngbOaXD8YYYwriBPkZubm54fLly6hXrx7q1KkDs9mM9u3bY8WKFYiKioK3tzemTJmSdXFBUlISKleujPfeew/Lly9/YF+pqal45513EBYWBicnJ3z//feoX7/+I8dcvnw5lixZgrCwMCQmJqJ8+fIAgG3btmHatGnw8PDAjh07UK5cOYSFhWHy5MnYsmVLwT8ZTBFCCBcAIwG0UTqW7DK7E0RlLr8CgBBCWM1W75DjN5rdPH2rjcZZ096kM9VzcnO0Vahe3lrl+YqaSrWfc65QvTye8y4Po84kVStb/Fq86WQbIswW3DKbEG42y9eMRl2o2Ux3LBYXtRAZGiFumYkuGIhOADgD4MZdWVa8LzFjjLEHcYKcR7Vq1UJwcDCsVis6deqEHTt2oEmTJqhZsyb27NmTlSD/8ssv8PPze+w+5s6dC39/f2zfvh3Xrl1DQEAADh8+/Mh2bdu2Rc+ePdGxY8cHbl+4cCFOnTqFLVu2YNOmTfjoo48eSM6Z3RoC4CQR3VQ6kP+SmTTfylx+BgAhhKRN1XtrU6NqhwdH1dY4a/zUTg4NbFa5ppCp4pDoKHMlBwezp1oj1dBonKuq1Q4eKhXKqFQom/VfCS5CylO9c05YiXDXZkOy1Ypkmw3JNisSLFbEWi2maIvFdMdioQSrVa2TZbWrJMUI4JpOls9bgasArgO4YZHljAINkrEc0Gq1Ub7ZZlq0F1qtNkrpGJh94QQ5nzg4OKBNmzYIDQ1FkyZN4OzsjHr16uHcuXNo1qwZfvrpJ/Tr1w+xsbGP3DckJASff/45AKBu3bqIiIhAfHw8Klas+MB296/kfZgkSTCZTNDr9XB0dMSJEydQuXJl+Pj45P8DZUWCEELCvdZuAQqH8swySzPCMpf92dcJIVQAKoeazdVDzebq0MHLVZKeVwOVIUR5mcjDSlTWTORGgMpFkkxukmQtq1JRGZVKOAoBByGEgxDCAUI4CAiNEFLmbZIDhJAEhFEmm06WrXpZlvUky3pZJoMswyATjCQLE5FklGUHE5FGLYReI0SKCiKRQHEGojAzUQSA25lLDICYNJuNR4RZkcUdjBjLGU6Q84ler8fhw4cxa9asrNsGDBiALVu2oFKlSlCpVKhSpcpjE+RGjRrh119/xQsvvIAzZ84gMjISMTExjyTITzJ9+nR069YNVapUwYYNG9CvX78clVYIIWoBeD7HD5IVJXUBmAH8oXQgBYGIbMhMOAH89bRthRBOGbLskSHLHnFWazkA7gA0uPf5dn9RP/T3/cUAQAdAn2153N8pRlm2ZTumP4BLRWHaZsYYY/mPE+Q8CgsLg7+/P4QQ6N27N15++WVEREQAALp3746pU6eiYsWK6N//yTMAT5w4EaNHj4a/vz8aNGiAxo0bw8Eh5/9runTpkjWjUFBQEHr06IHr169jwYIFcHd3x9KlS+Hi4vK4u74M4JWcP1pWxIwn7tMIIjICiM1cCssaAO8BOF+Ix2SMMVZIOEHOo/s1yI+j0WjQtGlTLFy4EFeuXMHu3bsfu13p0qXxww8/ALjXB9Xb2xve3t65jkWv1yMoKAj79+9H165dsXPnTmzatAkbN27EiBEjHtmeiJbj3kQQjLHcSQBQWekgGGOMFQxOkAvYuHHj0KFDh6wZhB7n7t27cHFxgUajwZo1a9C+fXuULl0618eaN28eRo8eDbVazVNyMlaw4sAJMmOM2S1J6QCKI6vVCkdHxxxt6+fnh2HDhj11m6tXr8LPzw9169bF77//jqVLl2at69GjR1bd8rJly+Dp6YmYmBg0bNgQ7777btZ2sbGxOHfuHHr37g3gXmLeqlUrBAUFYdCgQbl9iIyxp+MEmTHG7BhPNZ0DD0/NefHiRYwYMQJnzpxRMqxnxlNyMpY3QogAAPWJ6H2lY2GMMZb/eAQ5l7799lsMHDgQc+bMUToUxphy7gCopHQQjDHGCgbXIOfSqFGjMGrUKKXDYIwpi0ssGGPMjvEIMmOM5R4nyIwxZsd4BDkH7G1qTp6Sk7E8uwOgkhBCcC9qVpx4eXkdcXNz81I6jsKk1WqjeAZBllucIOcAv7EYY9kRkUEIYcC9WftSlI6HsZxyc3Pzyn7ReUlgTwNcrPBwiQVjjD0bLrNgjDE7xQkyY4w9G06QWbEnhMCQIUOy/rZarahQoQJ69uwJAIiPj0fPnj3RqFEj+Pr6okePHgCAiIgIODs7w9/fP2uZOXNm1r9VKlXWv5ctW/bAMefPn5+1rn79+lCpVEhJefSHmMGDB6NOnTqoX78+3nnnHVgsFgDAtm3b4Ofnh3bt2iE5ORkAEBYWhgEDBhTIc8RKKCLihRdeeOEllwuATQCGKB0HL7zkZqlXr14oZePq6kr+/v6k1+uJiOi3336jRo0a0SuvvEJERCNHjqQlS5ZkbX/x4kUiIgoPDyc/Pz96EldX1yeuy27Xrl304osvPnbd3r17SZZlkmWZBgwYQCtWrCAiotatW1N6ejp99913tGzZMiIiGjBgAN24ceOx+8l8zIo/97wUr4VHkBlj7NnEgXshMzvw8ssvY+/evQCAzZs3Y+DAgVnr4uLi4OnpmfV3w4YN8/XYDx8vux49ekAIASEEWrRogZiYGACAJEkwmUzQ6/VQq9U4ceIEKleuDB8fn3yNjZVsnCAzxtiz4RILZhcGDBiALVu2wGg04tKlS2jZsmXWuoCAAAwfPhwvvvgivvjiC8TGxmatCwsLyyqVCAgIyPVx9Xo99u3bh9dff/2p21ksFqxfvx7du3cHAEyfPh3dunXDoUOHsibumjp1aq6Pz9jTcBcLxhh7NrEARgsheNiKFQdriWjH41Y0bNgQERER2Lx5c1aN8X3dunXDrVu3sG/fPvz+++9o3LgxLl++DACoVasWgoODnzmg3bt3o23btvDw8Hjqdh988AHat2+Pdu3aAQC6dOmCLl26AACCgoLQo0cPXL9+HQsWLIC7uzuWLl0KFxeXZ46LMYATZMYYe1Y7AaQDEEoHwlgO/PO0lb169cL48eNx9OjRrAvf7vPw8MCgQYMwaNAg9OzZE8ePH0fTpk3zHNCWLVueWF5x38yZM5GYmIhVq1Y9sk6v1yMoKAj79+9H165dsXPnTmzatAkbN27EiBEj8hwfK9k4QWaMsWdARDoAe5SOg7H88M4776BMmTJo0KABjh49mnX7kSNH0KpVK7i4uCAjIwNhYWHw8sr7PCNpaWk4duwYNmzY8MRt1qxZg/379+Pw4cOQpEcrQufNm4fRo0dDrVbDYDBACAFJkqDX6/McH2Ncg8wYY4yVcJ6enhg9evQjt58/fx7NmjVDw4YN0bp1a7z77rto3rx5no+3fft2dO3aFa6urg/c3qNHj6w651GjRiE+Ph6tW7eGv78/Zs2albVdbGwszp07h969ewMAxo0bh1atWiEoKAiDBg3Kc3yMCSKeJZUxxhgrCXx9fUNL4Ex6YSEhIbWVjoMVLzyCzBhjjDHGWDacIDPGGGOMMZYNJ8iMMcYYY4xlwwkyY4wxxhhj2XCbN8YYY6yE0Gq1Ub6+vkqHUai0Wm2U0jGw4oe7WDDGGGOMMZYNl1gwxhhjjDGWDSfIjDHGGGOMZfN/tJiiKaugKEYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = 'Box Uncertainty Set with Delta Method'\n",
    "\n",
    "ax = plf.plot_pie(w=w_wc_2, title=title, others=0.05, nrow=25, cmap = \"tab20\",\n",
    "                  height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Plotting risk composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = plf.plot_risk_con(w_wc_2, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                       color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. Estimating Worst Case Mean Variance Portfolios with Elliptical Uncertainty Sets based on Bootstrapping.\n",
    "\n",
    "### 5.1 Calculating the worst case mean variance portfolio.\n",
    "\n",
    "I'm going to use elliptical uncertainty set for mean vector and covariance matrix. The parameters of this sets are going to be estimated through stationary block bootstrapping."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.6268%</td>\n",
       "      <td>7.8148%</td>\n",
       "      <td>0.7161%</td>\n",
       "      <td>4.6038%</td>\n",
       "      <td>7.3652%</td>\n",
       "      <td>1.4103%</td>\n",
       "      <td>4.3738%</td>\n",
       "      <td>2.4742%</td>\n",
       "      <td>2.8209%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.7896%</td>\n",
       "      <td>3.8165%</td>\n",
       "      <td>1.5040%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.8121%</td>\n",
       "      <td>3.1355%</td>\n",
       "      <td>6.5161%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>5.8883%</td>\n",
       "      <td>2.9773%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 4.6268% 7.8148% 0.7161% 4.6038% 7.3652% 1.4103% 4.3738%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.4742% 2.8209%  ... 6.7896% 3.8165% 1.5040% 0.0000% 3.8121% 3.1355%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 6.5161% 0.0000% 5.8883% 2.9773%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select method and estimate worst case input parameters:\n",
    "\n",
    "box = 's' # Method to estimate box uncertainty sets parameters\n",
    "ellip = 's' # Method to estimate elliptical uncertainty sets parameters\n",
    "q = 0.05 # Confidence level for bootstrapping and k ellipsoidal uncertainty sets constraints\n",
    "n_sim = 3000 # Number of scenarios for bootstrapping\n",
    "window = 3 # Size of each block for block bootstrapping\n",
    "dmu = 0.1 # delta to increase or decrease the mean vector\n",
    "dcov = 0.1 # delta to increase or decrease the covariance matrix\n",
    "seed = 0\n",
    "\n",
    "port.wc_stats(box=box, ellip=ellip, q=q, n_sim=n_sim, window=window, dmu=dmu, dcov=dcov, seed=seed)\n",
    "\n",
    "# Estimate worst case optimal portfolio using selected uncertainty sets:\n",
    "\n",
    "Umu = 'ellip' # Type of uncertainty set for mean vector\n",
    "Ucov = 'ellip' # Type of uncertainty set for covariance matrix\n",
    "\n",
    "w_wc_3 = port.wc_optimization(obj=obj, rf=rf, l=l, Umu=Umu, Ucov=Ucov)\n",
    "\n",
    "display(w_wc_3.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = 'Elliptical Uncertainty Sets with Stationary Bootstrapping Method'\n",
    "\n",
    "ax = plf.plot_pie(w=w_wc_3, title=title, others=0.05, nrow=25,\n",
    "                  cmap = \"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.3 Plotting risk composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = plf.plot_risk_con(w_wc_3, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                       color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. Estimating Worst Case Mean Variance Portfolios with Elliptical Uncertainty Sets based on Normallity Assumptions.\n",
    "\n",
    "### 6.1 Calculating the worst case mean variance portfolio.\n",
    "\n",
    "I'm going to use elliptical uncertainty set for mean vector and covariance matrix. The parameters of this sets are going to be estimated assuming that the mean vector follows a multivariate normal distribution and the covariance matrix follows a wishart distribution."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.8543%</td>\n",
       "      <td>7.6793%</td>\n",
       "      <td>0.6838%</td>\n",
       "      <td>4.2968%</td>\n",
       "      <td>6.9704%</td>\n",
       "      <td>1.3413%</td>\n",
       "      <td>4.5816%</td>\n",
       "      <td>2.8684%</td>\n",
       "      <td>2.8780%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.2187%</td>\n",
       "      <td>3.8479%</td>\n",
       "      <td>1.3726%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.9456%</td>\n",
       "      <td>3.4813%</td>\n",
       "      <td>6.5272%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.2324%</td>\n",
       "      <td>3.3084%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 4.8543% 7.6793% 0.6838% 4.2968% 6.9704% 1.3413% 4.5816%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.8684% 2.8780%  ... 6.2187% 3.8479% 1.3726% 0.0000% 3.9456% 3.4813%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 6.5272% 0.0000% 6.2324% 3.3084%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Select method and estimate worst case input parameters:\n",
    "\n",
    "box = 'n' # Method to estimate box uncertainty sets parameters\n",
    "ellip = 'n' # Method to estimate elliptical uncertainty sets parameters\n",
    "q = 0.05 # Confidence level for bootstrapping and k ellipsoidal uncertainty sets constraints\n",
    "n_sim = 3000 # Number of scenarios for bootstrapping\n",
    "window = 3 # Size of each block for block bootstrapping\n",
    "dmu = 0.1 # delta to increase or decrease the mean vector\n",
    "dcov = 0.1 # delta to increase or decrease the covariance matrix\n",
    "seed = 0\n",
    "\n",
    "port.wc_stats(box=box, ellip=ellip, q=q, n_sim=n_sim, window=window, dmu=dmu, dcov=dcov, seed=seed)\n",
    "\n",
    "# Estimate worst case optimal portfolio using selected uncertainty sets:\n",
    "\n",
    "Umu = 'ellip' # Type of uncertainty set for mean vector\n",
    "Ucov = 'ellip' # Type of uncertainty set for covariance matrix\n",
    "\n",
    "w_wc_4 = port.wc_optimization(obj=obj, rf=rf, l=l, Umu=Umu, Ucov=Ucov)\n",
    "\n",
    "display(w_wc_4.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "title = 'Elliptical Uncertainty Sets with Normality Assumptions'\n",
    "\n",
    "ax = plf.plot_pie(w=w_wc_4, title=title, others=0.05, nrow=25,\n",
    "                  cmap = \"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 6.3 Plotting risk composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk composition of the portfolio\n",
    "\n",
    "ax = plf.plot_risk_con(w_wc_4, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.01,\n",
    "                       color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, you can try several combinations of differents uncertainty sets and estimation methods of parameters."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
